import deepxde as dde
from deepxde.backend import pytorch
import torch
import matplotlib.pyplot as plt
import numpy as np
from SIRD_deepxde_DiseaseModel import SIRD_deepxde_net
from DiseaseModel import SIR,SIRD,SIRDIm, SIRIm, SIRImRel, SIRDImRel, SIRD2Var, SIRD2VarRelSimple, GeneralModelSolver
from Plot import Plot
# %matplotlib widget
seed = 2
np.random.seed(seed)
dde.config.set_random_seed(seed)
time_delta = [0,365] # use three values here for intro time of second variant
initial_conditions = {
"S": 1000000,
"I": 1,
"R": 0,
}
static_parameters = {
"alpha": (0.22),
"beta": (0.11),
}
sird_model_PINN = SIR(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "I": 1,
# "R": 0,
# "D": 0,
# }
# static_parameters = {
# "alpha": (0.15),
# "beta": (0.07),
# "gamma": (0.001),
# }
# sird_model = SIRD(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "I": 15,
# "R": 0,
# "D": 0,
# "Im": 0, # should be between 0 and 1
# }
# static_parameters = {
# "alpha": 0.12,
# "beta": 0.07,
# "gamma": 0.02,
# "kappa": 0.2,
# }
# sird_model = SIRDIm(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "I": 1,
# "R": 0,
# "D": 0,
# "Im": 0, # should be between 0 and 1
# }
# static_parameters = {
# "lambda_": 1.5,
# "gamma": 0.000,
# "kappa": 0.2,
# }
# sird_model = SIRImRelSimple(initial_conditions, static_parameters, time_delta)
initial_conditions = {
"S": 1000000,
"I": 1,
"R": 0,
"Im": 0, # should be between 0 and 1
}
static_parameters = {
"alpha": 0.17,
"beta": 0.07,
"kappa": 0.5,
}
sird_model_synth = SIRIm(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "I": 1000,
# "R": 0,
# "Im": 0, # should be between 0 and 1
# }
# static_parameters = {
# "lambda_": 1.8,
# "kappa": 0.1,
# }
# sird_model_PINN = SIRImRel(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "Ia": 1,
# "Ib": 0,
# "Ra": 0,
# "Rb": 0,
# "D": 0,
# "Im_a": 0, # should be between 0 and 1
# "Im_b": 0, # should be between 0 and 1
# }
# static_parameters = {
# "alpha_a": 0.23 ,
# "alpha_b": 0.18,
# "beta_a": 0.1,
# "beta_b": 0.08,
# "gamma_a": 0.00,
# "gamma_b": 0.00,
# "kappa_a": 0.8,
# "kappa_b": 0.5,
# }
# static_parameters = {
# "alpha_a": 0.11,
# "alpha_b": 0.12,
# "beta_a": 0.08,
# "beta_b": 0.08,
# "gamma_a": 0.00,
# "gamma_b": 0.00,
# "kappa_a": 0.1,
# "kappa_b": 0.2,
# }
# sird_model = SIRD2Var(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "Ia": 1,
# "Ib": 0,
# "Ra": 0,
# "Rb": 0,
# "Im_a": 0,
# "Im_b": 0,
# }
# static_parameters = {
# "lambda_a": 2.2 ,
# "lambda_b": 1.9,
# "kappa_a": 0.8, # should be between 0 and 1
# "kappa_b": 0.5,
# }
# sird_model = SIRD2VarRelSimple(initial_conditions, static_parameters, time_delta)
t_synth, solution_synth_full = sird_model_synth.simulate()
t_synth, solution_synth = sird_model_synth.get_solution_as_sird()
sird_model_synth.plot_solution()
sird_model_synth.plot_sird()
print(sird_model_synth)
A Disease Model with description: 'A model that simulates continous reinfection and natural herd immunity as a factor of the amount of recovered': Parameters: alpha = 0.17 beta = 0.07 kappa = 0.5 PDE groups and initial conditions: S = 1000000 I = 1 R = 0 Im = 0 PDE equations: dS/dt = -(alpha/N)*I*(S) dI/dt = (alpha/N)*(S)*I + (alpha/N)*(1 - Im)*(R)*I - beta*I dR/dt = beta*I - (alpha/N)*(1 - Im)*(R)*I dIm/dt = kappa*beta*I/N PINN PDE loss equations: dS_t - (-(alpha/N)*I*(S)) dI_t - ((alpha/N)*(S)*I + (alpha/N)*(1 - Im)*(R)*I - beta*I) dR_t - (beta*I - (alpha/N)*(1 - Im)*(R)*I ) dIm_t - (kappa*beta*I/N)
print(sird_model_PINN)
A Disease Model with description: 'The standard SIR model with Susceptible, Infection, and Removed, and alpha, beta as static parameters': Parameters: alpha = 0.22 beta = 0.11 PDE groups and initial conditions: S = 1000000 I = 1 R = 0 PDE equations: dS/dt = -(alpha/N) * I*S dI/dt = (alpha/N)*S*I - beta*I dR/dt = beta*I PINN PDE loss equations: dS_t - (-(alpha/N) * I*S) dI_t - ((alpha/N)*S*I - beta*I) dR_t - (beta*I )
# keep this even if not subsetting
t = t_synth
wsol = solution_synth
solver = GeneralModelSolver(sird_model_PINN)
# subset
# max_timestep = 300
# t_bool = t_synth < max_timestep
# t = t_synth[t_bool]
# wsol = wsol_synth[t_bool]
model = SIRD_deepxde_net(t, wsol,disease_model=sird_model_PINN, model_name="diseasemodel_cross", with_softadapt=False,
with_neumann=False, # important for peak prediction
use_ln_space=False,
use_ic_loss=True,
use_observe_loss=True,
use_observe_sum_loss=True,
use_sign_loss=True,
use_smooth_loss=False,
use_initL1_loss=False,
use_infectedL1_loss=False,)
print(model)
hyper_print_every = 2000
static_loss_weights = []
for key in (model.PDE_names + list(model.loss_points_dict.keys())):
if "d" in key and "_t" in key:
w = 10
else:
w = 0.1
static_loss_weights.append(w)
model.init_model(lr=0.01, print_every=hyper_print_every, activation="tanh", loss="MSE", nn_layers=2, nn_layer_width=32, loss_weights=static_loss_weights)
PINN model: Parameters: ['alpha', 'beta'] Loss measures: ['dS_t ', 'dI_t ', 'dR_t ', 'ic_I', 'ic_R', 'ic_S', 'observe_S', 'observe_I', 'observe_R', 'observe_SUM', 'sign_I', 'sign_R'] Compiling model... 'compile' took 0.000277 s
# prev_best_step = 0
# iters = 0
def intermediate_train(plot_every=hyper_print_every, reset=False):
TOTAL_ITER = 100_000
iters = 0
if not hasattr(intermediate_train, "prev_best_step") or reset:
setattr(intermediate_train, "prev_best_step", 0)
try:
while True:
iters += plot_every
# for n in range(TOTAL_ITER//plot_every):
model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
best_step = model.get_best_train_step() # TODO make a get_best_step function
if best_step > intermediate_train.prev_best_step:
setattr(intermediate_train, "prev_best_step", best_step)
break
elif iters >= TOTAL_ITER:
break
except KeyboardInterrupt:
print("Training ended prematurely")
params_nn = model.get_best_params()
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full)
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model) # class that contains plotting functions
plot.show_known_and_prediction()
# plot.plot_param_history()
# plot.plot_loss_history()
intermediate_train(reset=True)
Training model...
0 [3.19e-02, 5.75e-03, 2.96e-03, 0.00e+00, 0.00e+00, 1.00e-01, 4.63e-02, 7.70e-03, 1.45e-02, 4.41e-02, 2.64e-03, 0.00e+00] [3.19e-02, 5.75e-03, 2.96e-03, 0.00e+00, 0.00e+00, 1.00e-01, 4.63e-02, 7.70e-03, 1.45e-02, 4.41e-02, 2.64e-03, 0.00e+00] []
2000 [3.83e-06, 3.59e-06, 2.54e-06, 7.82e-10, 2.45e-10, 2.51e-10, 3.93e-06, 2.31e-05, 1.79e-05, 5.60e-07, 1.57e-06, 2.23e-08] [3.83e-06, 3.59e-06, 2.54e-06, 7.82e-10, 2.45e-10, 2.51e-10, 3.93e-06, 2.31e-05, 1.79e-05, 5.60e-07, 1.57e-06, 2.23e-08] []
Best model at step 2000:
train loss: 5.71e-05
test loss: 5.71e-05
test metric: []
'train' took 25.334556 s
Best train step: 2000
alpha: 0.14348991215
beta: 0.032026488334
{'alpha': 0.17, 'beta': 0.07, 'kappa': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
2000 [3.83e-06, 3.59e-06, 2.54e-06, 7.82e-10, 2.45e-10, 2.51e-10, 3.93e-06, 2.31e-05, 1.79e-05, 5.60e-07, 1.57e-06, 2.23e-08] [3.83e-06, 3.59e-06, 2.54e-06, 7.82e-10, 2.45e-10, 2.51e-10, 3.93e-06, 2.31e-05, 1.79e-05, 5.60e-07, 1.57e-06, 2.23e-08] []
Training ended prematurely
Best train step: 2522
alpha: 0.14348991215
beta: 0.032026488334
{'alpha': 0.17, 'beta': 0.07, 'kappa': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
4000 [1.81e-05, 1.16e-05, 1.72e-05, 4.70e-06, 1.08e-06, 9.02e-07, 3.09e-07, 3.40e-07, 1.90e-05, 8.72e-06, 2.25e-05, 1.92e-05, 7.55e-08, 1.34e-06, 0.00e+00] [1.81e-05, 1.16e-05, 1.72e-05, 4.70e-06, 1.08e-06, 9.02e-07, 3.09e-07, 3.40e-07, 1.90e-05, 8.72e-06, 2.25e-05, 1.92e-05, 7.55e-08, 1.34e-06, 0.00e+00] []
6000 [4.62e-06, 3.99e-06, 4.12e-06, 2.00e-06, 3.16e-10, 5.77e-12, 1.05e-08, 3.48e-11, 2.88e-06, 3.58e-06, 2.31e-06, 6.39e-07, 1.50e-08, 1.10e-07, 0.00e+00] [4.62e-06, 3.99e-06, 4.12e-06, 2.00e-06, 3.16e-10, 5.77e-12, 1.05e-08, 3.48e-11, 2.88e-06, 3.58e-06, 2.31e-06, 6.39e-07, 1.50e-08, 1.10e-07, 0.00e+00] []
Best model at step 6000:
train loss: 2.43e-05
test loss: 2.43e-05
test metric: []
'train' took 24.759817 s
Best train step: 6000
alpha: 0.16774564981
beta: 0.11987834424
kappa: 0.69781035185
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
6000 [4.62e-06, 3.99e-06, 4.12e-06, 2.00e-06, 3.16e-10, 5.77e-12, 1.05e-08, 3.48e-11, 2.88e-06, 3.58e-06, 2.31e-06, 6.39e-07, 1.50e-08, 1.10e-07, 0.00e+00] [4.62e-06, 3.99e-06, 4.12e-06, 2.00e-06, 3.16e-10, 5.77e-12, 1.05e-08, 3.48e-11, 2.88e-06, 3.58e-06, 2.31e-06, 6.39e-07, 1.50e-08, 1.10e-07, 0.00e+00] []
8000 [1.78e-06, 4.64e-06, 2.99e-06, 2.03e-06, 1.62e-10, 2.31e-12, 1.19e-09, 9.24e-10, 6.45e-07, 1.35e-06, 1.22e-06, 3.25e-07, 1.66e-09, 4.79e-08, 0.00e+00] [1.78e-06, 4.64e-06, 2.99e-06, 2.03e-06, 1.62e-10, 2.31e-12, 1.19e-09, 9.24e-10, 6.45e-07, 1.35e-06, 1.22e-06, 3.25e-07, 1.66e-09, 4.79e-08, 0.00e+00] []
Best model at step 8000:
train loss: 1.50e-05
test loss: 1.50e-05
test metric: []
'train' took 25.437256 s
Best train step: 8000
alpha: 0.19571135938
beta: 0.14580912888
kappa: 0.46307945251
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
8000 [1.78e-06, 4.64e-06, 2.99e-06, 2.03e-06, 1.62e-10, 2.31e-12, 1.19e-09, 9.24e-10, 6.45e-07, 1.35e-06, 1.22e-06, 3.25e-07, 1.66e-09, 4.79e-08, 0.00e+00] [1.78e-06, 4.64e-06, 2.99e-06, 2.03e-06, 1.62e-10, 2.31e-12, 1.19e-09, 9.24e-10, 6.45e-07, 1.35e-06, 1.22e-06, 3.25e-07, 1.66e-09, 4.79e-08, 0.00e+00] []
10000 [4.39e-06, 1.30e-05, 7.82e-06, 2.22e-06, 1.58e-08, 1.02e-08, 5.97e-10, 2.78e-09, 3.94e-06, 2.52e-06, 3.72e-06, 1.32e-06, 4.84e-09, 2.26e-07, 7.22e-10] [4.39e-06, 1.30e-05, 7.82e-06, 2.22e-06, 1.58e-08, 1.02e-08, 5.97e-10, 2.78e-09, 3.94e-06, 2.52e-06, 3.72e-06, 1.32e-06, 4.84e-09, 2.26e-07, 7.22e-10] []
Best model at step 9829:
train loss: 1.10e-05
test loss: 1.10e-05
test metric: []
'train' took 23.624255 s
Best train step: 9829
alpha: 0.20995587111
beta: 0.15472738445
kappa: 0.4675579071
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
10000 [4.39e-06, 1.30e-05, 7.82e-06, 2.22e-06, 1.58e-08, 1.02e-08, 5.97e-10, 2.78e-09, 3.94e-06, 2.52e-06, 3.72e-06, 1.32e-06, 4.84e-09, 2.26e-07, 7.22e-10] [4.39e-06, 1.30e-05, 7.82e-06, 2.22e-06, 1.58e-08, 1.02e-08, 5.97e-10, 2.78e-09, 3.94e-06, 2.52e-06, 3.72e-06, 1.32e-06, 4.84e-09, 2.26e-07, 7.22e-10] []
12000 [5.49e-06, 6.76e-06, 1.16e-05, 2.35e-06, 3.69e-06, 2.42e-06, 5.62e-07, 2.62e-05, 1.76e-06, 3.76e-06, 8.77e-06, 2.33e-05, 3.11e-08, 6.62e-09, 4.12e-09] [5.49e-06, 6.76e-06, 1.16e-05, 2.35e-06, 3.69e-06, 2.42e-06, 5.62e-07, 2.62e-05, 1.76e-06, 3.76e-06, 8.77e-06, 2.33e-05, 3.11e-08, 6.62e-09, 4.12e-09] []
Best model at step 11400:
train loss: 7.23e-06
test loss: 7.23e-06
test metric: []
'train' took 24.255749 s
Best train step: 11400
alpha: 0.22049260139
beta: 0.15836918354
kappa: 0.53990167379
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
12000 [5.49e-06, 6.76e-06, 1.16e-05, 2.35e-06, 3.69e-06, 2.42e-06, 5.62e-07, 2.62e-05, 1.76e-06, 3.76e-06, 8.77e-06, 2.33e-05, 3.11e-08, 6.62e-09, 4.12e-09] [5.49e-06, 6.76e-06, 1.16e-05, 2.35e-06, 3.69e-06, 2.42e-06, 5.62e-07, 2.62e-05, 1.76e-06, 3.76e-06, 8.77e-06, 2.33e-05, 3.11e-08, 6.62e-09, 4.12e-09] []
14000 [9.93e-07, 3.51e-06, 3.13e-06, 8.68e-07, 1.61e-08, 6.22e-08, 1.58e-09, 2.60e-09, 9.37e-08, 6.57e-07, 1.61e-06, 2.54e-06, 0.00e+00, 0.00e+00, 0.00e+00] [9.93e-07, 3.51e-06, 3.13e-06, 8.68e-07, 1.61e-08, 6.22e-08, 1.58e-09, 2.60e-09, 9.37e-08, 6.57e-07, 1.61e-06, 2.54e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 11400:
train loss: 7.23e-06
test loss: 7.23e-06
test metric: []
'train' took 24.655633 s
Training model...
Step Train loss Test loss Test metric
14000 [9.93e-07, 3.51e-06, 3.13e-06, 8.68e-07, 1.61e-08, 6.22e-08, 1.58e-09, 2.60e-09, 9.37e-08, 6.57e-07, 1.61e-06, 2.54e-06, 0.00e+00, 0.00e+00, 0.00e+00] [9.93e-07, 3.51e-06, 3.13e-06, 8.68e-07, 1.61e-08, 6.22e-08, 1.58e-09, 2.60e-09, 9.37e-08, 6.57e-07, 1.61e-06, 2.54e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
16000 [1.33e-04, 2.25e-05, 1.10e-04, 5.81e-06, 1.88e-07, 1.19e-06, 1.24e-06, 3.83e-07, 6.61e-05, 3.79e-05, 3.66e-05, 5.04e-06, 0.00e+00, 3.91e-08, 0.00e+00] [1.33e-04, 2.25e-05, 1.10e-04, 5.81e-06, 1.88e-07, 1.19e-06, 1.24e-06, 3.83e-07, 6.61e-05, 3.79e-05, 3.66e-05, 5.04e-06, 0.00e+00, 3.91e-08, 0.00e+00] []
Best model at step 15298:
train loss: 5.63e-06
test loss: 5.63e-06
test metric: []
'train' took 25.952604 s
Best train step: 15298
alpha: 0.22463436425
beta: 0.15931098163
kappa: 0.56521821022
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
16000 [1.33e-04, 2.25e-05, 1.10e-04, 5.81e-06, 1.88e-07, 1.19e-06, 1.24e-06, 3.83e-07, 6.61e-05, 3.79e-05, 3.66e-05, 5.04e-06, 0.00e+00, 3.91e-08, 0.00e+00] [1.33e-04, 2.25e-05, 1.10e-04, 5.81e-06, 1.88e-07, 1.19e-06, 1.24e-06, 3.83e-07, 6.61e-05, 3.79e-05, 3.66e-05, 5.04e-06, 0.00e+00, 3.91e-08, 0.00e+00] []
18000 [3.55e-07, 3.05e-06, 2.14e-06, 1.37e-06, 1.00e-09, 2.97e-11, 3.68e-09, 6.26e-10, 7.24e-07, 1.53e-06, 1.50e-06, 4.22e-08, 2.83e-09, 4.93e-08, 3.74e-11] [3.55e-07, 3.05e-06, 2.14e-06, 1.37e-06, 1.00e-09, 2.97e-11, 3.68e-09, 6.26e-10, 7.24e-07, 1.53e-06, 1.50e-06, 4.22e-08, 2.83e-09, 4.93e-08, 3.74e-11] []
Best model at step 15298:
train loss: 5.63e-06
test loss: 5.63e-06
test metric: []
'train' took 24.244398 s
Training model...
Step Train loss Test loss Test metric
18000 [3.55e-07, 3.05e-06, 2.14e-06, 1.37e-06, 1.00e-09, 2.97e-11, 3.68e-09, 6.26e-10, 7.24e-07, 1.53e-06, 1.50e-06, 4.22e-08, 2.83e-09, 4.93e-08, 3.74e-11] [3.55e-07, 3.05e-06, 2.14e-06, 1.37e-06, 1.00e-09, 2.97e-11, 3.68e-09, 6.26e-10, 7.24e-07, 1.53e-06, 1.50e-06, 4.22e-08, 2.83e-09, 4.93e-08, 3.74e-11] []
20000 [1.12e-05, 1.29e-05, 1.41e-05, 2.88e-06, 1.29e-08, 7.70e-06, 4.05e-07, 4.60e-06, 3.00e-05, 1.98e-06, 5.20e-06, 4.24e-05, 4.94e-07, 5.86e-07, 1.11e-09] [1.12e-05, 1.29e-05, 1.41e-05, 2.88e-06, 1.29e-08, 7.70e-06, 4.05e-07, 4.60e-06, 3.00e-05, 1.98e-06, 5.20e-06, 4.24e-05, 4.94e-07, 5.86e-07, 1.11e-09] []
Best model at step 15298:
train loss: 5.63e-06
test loss: 5.63e-06
test metric: []
'train' took 24.465027 s
Training model...
Step Train loss Test loss Test metric
20000 [1.12e-05, 1.29e-05, 1.41e-05, 2.88e-06, 1.29e-08, 7.70e-06, 4.05e-07, 4.60e-06, 3.00e-05, 1.98e-06, 5.20e-06, 4.24e-05, 4.94e-07, 5.86e-07, 1.11e-09] [1.12e-05, 1.29e-05, 1.41e-05, 2.88e-06, 1.29e-08, 7.70e-06, 4.05e-07, 4.60e-06, 3.00e-05, 1.98e-06, 5.20e-06, 4.24e-05, 4.94e-07, 5.86e-07, 1.11e-09] []
22000 [1.76e-05, 7.64e-06, 1.34e-05, 1.15e-05, 6.08e-06, 4.06e-08, 4.38e-06, 2.81e-06, 7.35e-06, 9.95e-06, 1.67e-06, 3.33e-05, 6.07e-06, 2.51e-07, 0.00e+00] [1.76e-05, 7.64e-06, 1.34e-05, 1.15e-05, 6.08e-06, 4.06e-08, 4.38e-06, 2.81e-06, 7.35e-06, 9.95e-06, 1.67e-06, 3.33e-05, 6.07e-06, 2.51e-07, 0.00e+00] []
Best model at step 15298:
train loss: 5.63e-06
test loss: 5.63e-06
test metric: []
'train' took 24.361284 s
Training model...
Step Train loss Test loss Test metric
22000 [1.76e-05, 7.64e-06, 1.34e-05, 1.15e-05, 6.08e-06, 4.06e-08, 4.38e-06, 2.81e-06, 7.35e-06, 9.95e-06, 1.67e-06, 3.33e-05, 6.07e-06, 2.51e-07, 0.00e+00] [1.76e-05, 7.64e-06, 1.34e-05, 1.15e-05, 6.08e-06, 4.06e-08, 4.38e-06, 2.81e-06, 7.35e-06, 9.95e-06, 1.67e-06, 3.33e-05, 6.07e-06, 2.51e-07, 0.00e+00] []
24000 [8.47e-06, 7.33e-06, 5.85e-06, 3.86e-06, 1.45e-06, 1.12e-06, 1.05e-07, 1.32e-06, 3.98e-06, 2.74e-06, 1.76e-06, 2.00e-05, 1.49e-06, 3.55e-07, 0.00e+00] [8.47e-06, 7.33e-06, 5.85e-06, 3.86e-06, 1.45e-06, 1.12e-06, 1.05e-07, 1.32e-06, 3.98e-06, 2.74e-06, 1.76e-06, 2.00e-05, 1.49e-06, 3.55e-07, 0.00e+00] []
Best model at step 15298:
train loss: 5.63e-06
test loss: 5.63e-06
test metric: []
'train' took 24.129095 s
Training model...
Step Train loss Test loss Test metric
24000 [8.47e-06, 7.33e-06, 5.85e-06, 3.86e-06, 1.45e-06, 1.12e-06, 1.05e-07, 1.32e-06, 3.98e-06, 2.74e-06, 1.76e-06, 2.00e-05, 1.49e-06, 3.55e-07, 0.00e+00] [8.47e-06, 7.33e-06, 5.85e-06, 3.86e-06, 1.45e-06, 1.12e-06, 1.05e-07, 1.32e-06, 3.98e-06, 2.74e-06, 1.76e-06, 2.00e-05, 1.49e-06, 3.55e-07, 0.00e+00] []
26000 [2.39e-05, 7.53e-06, 1.59e-05, 1.04e-05, 4.26e-06, 8.82e-07, 2.59e-07, 2.88e-07, 3.49e-06, 1.22e-05, 1.81e-06, 3.55e-05, 5.30e-06, 6.77e-07, 7.85e-10] [2.39e-05, 7.53e-06, 1.59e-05, 1.04e-05, 4.26e-06, 8.82e-07, 2.59e-07, 2.88e-07, 3.49e-06, 1.22e-05, 1.81e-06, 3.55e-05, 5.30e-06, 6.77e-07, 7.85e-10] []
Best model at step 15298:
train loss: 5.63e-06
test loss: 5.63e-06
test metric: []
'train' took 23.622400 s
Training model...
Step Train loss Test loss Test metric
26000 [2.39e-05, 7.53e-06, 1.59e-05, 1.04e-05, 4.26e-06, 8.82e-07, 2.59e-07, 2.88e-07, 3.49e-06, 1.22e-05, 1.81e-06, 3.55e-05, 5.30e-06, 6.77e-07, 7.85e-10] [2.39e-05, 7.53e-06, 1.59e-05, 1.04e-05, 4.26e-06, 8.82e-07, 2.59e-07, 2.88e-07, 3.49e-06, 1.22e-05, 1.81e-06, 3.55e-05, 5.30e-06, 6.77e-07, 7.85e-10] []
28000 [2.80e-05, 8.92e-06, 2.58e-05, 1.85e-05, 6.26e-06, 5.37e-07, 9.23e-05, 2.11e-06, 1.33e-05, 1.04e-05, 3.88e-06, 6.58e-05, 5.15e-06, 2.92e-07, 0.00e+00] [2.80e-05, 8.92e-06, 2.58e-05, 1.85e-05, 6.26e-06, 5.37e-07, 9.23e-05, 2.11e-06, 1.33e-05, 1.04e-05, 3.88e-06, 6.58e-05, 5.15e-06, 2.92e-07, 0.00e+00] []
Best model at step 27403:
train loss: 4.34e-06
test loss: 4.34e-06
test metric: []
'train' took 23.511345 s
Best train step: 27403
alpha: 0.23399327695
beta: 0.16077543795
kappa: 0.67623740435
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
28000 [2.80e-05, 8.92e-06, 2.58e-05, 1.85e-05, 6.26e-06, 5.37e-07, 9.23e-05, 2.11e-06, 1.33e-05, 1.04e-05, 3.88e-06, 6.58e-05, 5.15e-06, 2.92e-07, 0.00e+00] [2.80e-05, 8.92e-06, 2.58e-05, 1.85e-05, 6.26e-06, 5.37e-07, 9.23e-05, 2.11e-06, 1.33e-05, 1.04e-05, 3.88e-06, 6.58e-05, 5.15e-06, 2.92e-07, 0.00e+00] []
30000 [3.37e-05, 7.36e-06, 2.79e-05, 1.01e-05, 1.09e-05, 9.36e-06, 1.18e-04, 9.24e-06, 3.24e-05, 1.57e-05, 9.82e-05, 1.35e-04, 0.00e+00, 9.61e-06, 1.21e-06] [3.37e-05, 7.36e-06, 2.79e-05, 1.01e-05, 1.09e-05, 9.36e-06, 1.18e-04, 9.24e-06, 3.24e-05, 1.57e-05, 9.82e-05, 1.35e-04, 0.00e+00, 9.61e-06, 1.21e-06] []
Best model at step 27403:
train loss: 4.34e-06
test loss: 4.34e-06
test metric: []
'train' took 23.606278 s
Training model...
Step Train loss Test loss Test metric
30000 [3.37e-05, 7.36e-06, 2.79e-05, 1.01e-05, 1.09e-05, 9.36e-06, 1.18e-04, 9.24e-06, 3.24e-05, 1.57e-05, 9.82e-05, 1.35e-04, 0.00e+00, 9.61e-06, 1.21e-06] [3.37e-05, 7.36e-06, 2.79e-05, 1.01e-05, 1.09e-05, 9.36e-06, 1.18e-04, 9.24e-06, 3.24e-05, 1.57e-05, 9.82e-05, 1.35e-04, 0.00e+00, 9.61e-06, 1.21e-06] []
32000 [8.62e-07, 1.81e-06, 1.20e-06, 1.09e-06, 1.23e-08, 6.92e-09, 6.65e-10, 9.44e-12, 5.96e-07, 1.09e-06, 8.04e-07, 8.12e-08, 0.00e+00, 7.11e-08, 0.00e+00] [8.62e-07, 1.81e-06, 1.20e-06, 1.09e-06, 1.23e-08, 6.92e-09, 6.65e-10, 9.44e-12, 5.96e-07, 1.09e-06, 8.04e-07, 8.12e-08, 0.00e+00, 7.11e-08, 0.00e+00] []
Best model at step 27403:
train loss: 4.34e-06
test loss: 4.34e-06
test metric: []
'train' took 24.211465 s
Training model...
Step Train loss Test loss Test metric
32000 [8.62e-07, 1.81e-06, 1.20e-06, 1.09e-06, 1.23e-08, 6.92e-09, 6.65e-10, 9.44e-12, 5.96e-07, 1.09e-06, 8.04e-07, 8.12e-08, 0.00e+00, 7.11e-08, 0.00e+00] [8.62e-07, 1.81e-06, 1.20e-06, 1.09e-06, 1.23e-08, 6.92e-09, 6.65e-10, 9.44e-12, 5.96e-07, 1.09e-06, 8.04e-07, 8.12e-08, 0.00e+00, 7.11e-08, 0.00e+00] []
34000 [2.78e-06, 4.08e-06, 3.15e-06, 9.23e-07, 7.93e-07, 9.57e-07, 1.24e-08, 2.81e-08, 1.52e-06, 2.63e-06, 6.03e-06, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.78e-06, 4.08e-06, 3.15e-06, 9.23e-07, 7.93e-07, 9.57e-07, 1.24e-08, 2.81e-08, 1.52e-06, 2.63e-06, 6.03e-06, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 27403:
train loss: 4.34e-06
test loss: 4.34e-06
test metric: []
'train' took 23.984383 s
Training model...
Step Train loss Test loss Test metric
34000 [2.78e-06, 4.08e-06, 3.15e-06, 9.23e-07, 7.93e-07, 9.57e-07, 1.24e-08, 2.81e-08, 1.52e-06, 2.63e-06, 6.03e-06, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.78e-06, 4.08e-06, 3.15e-06, 9.23e-07, 7.93e-07, 9.57e-07, 1.24e-08, 2.81e-08, 1.52e-06, 2.63e-06, 6.03e-06, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
36000 [7.52e-06, 9.28e-06, 9.56e-06, 4.46e-06, 1.02e-06, 9.20e-06, 3.13e-06, 3.60e-06, 1.14e-05, 2.92e-06, 4.68e-06, 4.07e-05, 1.67e-06, 1.38e-06, 4.13e-08] [7.52e-06, 9.28e-06, 9.56e-06, 4.46e-06, 1.02e-06, 9.20e-06, 3.13e-06, 3.60e-06, 1.14e-05, 2.92e-06, 4.68e-06, 4.07e-05, 1.67e-06, 1.38e-06, 4.13e-08] []
Best model at step 27403:
train loss: 4.34e-06
test loss: 4.34e-06
test metric: []
'train' took 24.710063 s
Training model...
Step Train loss Test loss Test metric
36000 [7.52e-06, 9.28e-06, 9.56e-06, 4.46e-06, 1.02e-06, 9.20e-06, 3.13e-06, 3.60e-06, 1.14e-05, 2.92e-06, 4.68e-06, 4.07e-05, 1.67e-06, 1.38e-06, 4.13e-08] [7.52e-06, 9.28e-06, 9.56e-06, 4.46e-06, 1.02e-06, 9.20e-06, 3.13e-06, 3.60e-06, 1.14e-05, 2.92e-06, 4.68e-06, 4.07e-05, 1.67e-06, 1.38e-06, 4.13e-08] []
38000 [2.12e-06, 1.93e-06, 3.00e-06, 8.38e-07, 9.32e-08, 7.14e-09, 1.47e-06, 1.60e-08, 6.84e-07, 1.16e-06, 3.67e-07, 9.25e-07, 0.00e+00, 4.13e-09, 0.00e+00] [2.12e-06, 1.93e-06, 3.00e-06, 8.38e-07, 9.32e-08, 7.14e-09, 1.47e-06, 1.60e-08, 6.84e-07, 1.16e-06, 3.67e-07, 9.25e-07, 0.00e+00, 4.13e-09, 0.00e+00] []
Best model at step 27403:
train loss: 4.34e-06
test loss: 4.34e-06
test metric: []
'train' took 23.984397 s
Training model...
Step Train loss Test loss Test metric
38000 [2.12e-06, 1.93e-06, 3.00e-06, 8.38e-07, 9.32e-08, 7.14e-09, 1.47e-06, 1.60e-08, 6.84e-07, 1.16e-06, 3.67e-07, 9.25e-07, 0.00e+00, 4.13e-09, 0.00e+00] [2.12e-06, 1.93e-06, 3.00e-06, 8.38e-07, 9.32e-08, 7.14e-09, 1.47e-06, 1.60e-08, 6.84e-07, 1.16e-06, 3.67e-07, 9.25e-07, 0.00e+00, 4.13e-09, 0.00e+00] []
40000 [5.29e-05, 1.41e-05, 4.34e-05, 3.22e-05, 9.22e-06, 1.28e-06, 6.61e-07, 6.60e-06, 9.13e-05, 3.22e-05, 3.65e-05, 1.33e-04, 1.63e-05, 3.44e-07, 5.83e-09] [5.29e-05, 1.41e-05, 4.34e-05, 3.22e-05, 9.22e-06, 1.28e-06, 6.61e-07, 6.60e-06, 9.13e-05, 3.22e-05, 3.65e-05, 1.33e-04, 1.63e-05, 3.44e-07, 5.83e-09] []
Best model at step 27403:
train loss: 4.34e-06
test loss: 4.34e-06
test metric: []
'train' took 24.430119 s
Training model...
Step Train loss Test loss Test metric
40000 [5.29e-05, 1.41e-05, 4.34e-05, 3.22e-05, 9.22e-06, 1.28e-06, 6.61e-07, 6.60e-06, 9.13e-05, 3.22e-05, 3.65e-05, 1.33e-04, 1.63e-05, 3.44e-07, 5.83e-09] [5.29e-05, 1.41e-05, 4.34e-05, 3.22e-05, 9.22e-06, 1.28e-06, 6.61e-07, 6.60e-06, 9.13e-05, 3.22e-05, 3.65e-05, 1.33e-04, 1.63e-05, 3.44e-07, 5.83e-09] []
42000 [1.04e-05, 2.65e-06, 9.11e-06, 2.71e-06, 1.87e-06, 7.67e-09, 2.54e-06, 1.64e-07, 2.03e-06, 5.28e-06, 2.20e-06, 1.77e-05, 0.00e+00, 7.59e-09, 1.90e-08] [1.04e-05, 2.65e-06, 9.11e-06, 2.71e-06, 1.87e-06, 7.67e-09, 2.54e-06, 1.64e-07, 2.03e-06, 5.28e-06, 2.20e-06, 1.77e-05, 0.00e+00, 7.59e-09, 1.90e-08] []
Best model at step 27403:
train loss: 4.34e-06
test loss: 4.34e-06
test metric: []
'train' took 23.702429 s
Training model...
Step Train loss Test loss Test metric
42000 [1.04e-05, 2.65e-06, 9.11e-06, 2.71e-06, 1.87e-06, 7.67e-09, 2.54e-06, 1.64e-07, 2.03e-06, 5.28e-06, 2.20e-06, 1.77e-05, 0.00e+00, 7.59e-09, 1.90e-08] [1.04e-05, 2.65e-06, 9.11e-06, 2.71e-06, 1.87e-06, 7.67e-09, 2.54e-06, 1.64e-07, 2.03e-06, 5.28e-06, 2.20e-06, 1.77e-05, 0.00e+00, 7.59e-09, 1.90e-08] []
44000 [4.71e-07, 2.97e-06, 1.44e-06, 9.73e-07, 1.19e-09, 2.44e-10, 2.26e-12, 8.72e-10, 2.06e-07, 2.82e-07, 4.19e-07, 7.25e-08, 3.82e-10, 2.32e-08, 6.19e-15] [4.71e-07, 2.97e-06, 1.44e-06, 9.73e-07, 1.19e-09, 2.44e-10, 2.26e-12, 8.72e-10, 2.06e-07, 2.82e-07, 4.19e-07, 7.25e-08, 3.82e-10, 2.32e-08, 6.19e-15] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.535621 s
Best train step: 42611
alpha: 0.23221108317
beta: 0.16080713272
kappa: 0.66347527504
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
44000 [4.71e-07, 2.97e-06, 1.44e-06, 9.73e-07, 1.19e-09, 2.44e-10, 2.26e-12, 8.72e-10, 2.06e-07, 2.82e-07, 4.19e-07, 7.25e-08, 3.82e-10, 2.32e-08, 6.19e-15] [4.71e-07, 2.97e-06, 1.44e-06, 9.73e-07, 1.19e-09, 2.44e-10, 2.26e-12, 8.72e-10, 2.06e-07, 2.82e-07, 4.19e-07, 7.25e-08, 3.82e-10, 2.32e-08, 6.19e-15] []
46000 [4.67e-06, 1.94e-06, 5.99e-06, 2.65e-06, 8.66e-07, 3.75e-07, 4.74e-07, 4.20e-07, 2.97e-06, 3.29e-06, 7.29e-07, 9.76e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.67e-06, 1.94e-06, 5.99e-06, 2.65e-06, 8.66e-07, 3.75e-07, 4.74e-07, 4.20e-07, 2.97e-06, 3.29e-06, 7.29e-07, 9.76e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 22.239428 s
Training model...
Step Train loss Test loss Test metric
46000 [4.67e-06, 1.94e-06, 5.99e-06, 2.65e-06, 8.66e-07, 3.75e-07, 4.74e-07, 4.20e-07, 2.97e-06, 3.29e-06, 7.29e-07, 9.76e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.67e-06, 1.94e-06, 5.99e-06, 2.65e-06, 8.66e-07, 3.75e-07, 4.74e-07, 4.20e-07, 2.97e-06, 3.29e-06, 7.29e-07, 9.76e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
48000 [3.08e-07, 2.36e-06, 1.33e-06, 7.58e-07, 1.94e-08, 2.23e-08, 1.65e-06, 1.01e-09, 3.25e-07, 4.92e-07, 5.41e-07, 3.60e-07, 1.67e-10, 1.12e-08, 7.49e-09] [3.08e-07, 2.36e-06, 1.33e-06, 7.58e-07, 1.94e-08, 2.23e-08, 1.65e-06, 1.01e-09, 3.25e-07, 4.92e-07, 5.41e-07, 3.60e-07, 1.67e-10, 1.12e-08, 7.49e-09] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.231856 s
Training model...
Step Train loss Test loss Test metric
48000 [3.08e-07, 2.36e-06, 1.33e-06, 7.58e-07, 1.94e-08, 2.23e-08, 1.65e-06, 1.01e-09, 3.25e-07, 4.92e-07, 5.41e-07, 3.60e-07, 1.67e-10, 1.12e-08, 7.49e-09] [3.08e-07, 2.36e-06, 1.33e-06, 7.58e-07, 1.94e-08, 2.23e-08, 1.65e-06, 1.01e-09, 3.25e-07, 4.92e-07, 5.41e-07, 3.60e-07, 1.67e-10, 1.12e-08, 7.49e-09] []
50000 [1.01e-05, 2.44e-06, 9.61e-06, 3.77e-06, 1.66e-06, 5.50e-07, 3.24e-07, 3.52e-07, 1.78e-06, 4.75e-06, 1.08e-06, 1.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.01e-05, 2.44e-06, 9.61e-06, 3.77e-06, 1.66e-06, 5.50e-07, 3.24e-07, 3.52e-07, 1.78e-06, 4.75e-06, 1.08e-06, 1.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 22.163410 s
Training model...
Step Train loss Test loss Test metric
50000 [1.01e-05, 2.44e-06, 9.61e-06, 3.77e-06, 1.66e-06, 5.50e-07, 3.24e-07, 3.52e-07, 1.78e-06, 4.75e-06, 1.08e-06, 1.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.01e-05, 2.44e-06, 9.61e-06, 3.77e-06, 1.66e-06, 5.50e-07, 3.24e-07, 3.52e-07, 1.78e-06, 4.75e-06, 1.08e-06, 1.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
52000 [1.63e-06, 1.78e-06, 3.10e-06, 2.12e-06, 2.27e-07, 5.40e-07, 7.16e-06, 1.55e-08, 3.90e-06, 3.17e-06, 2.06e-06, 8.41e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.63e-06, 1.78e-06, 3.10e-06, 2.12e-06, 2.27e-07, 5.40e-07, 7.16e-06, 1.55e-08, 3.90e-06, 3.17e-06, 2.06e-06, 8.41e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 22.465063 s
Training model...
Step Train loss Test loss Test metric
52000 [1.63e-06, 1.78e-06, 3.10e-06, 2.12e-06, 2.27e-07, 5.40e-07, 7.16e-06, 1.55e-08, 3.90e-06, 3.17e-06, 2.06e-06, 8.41e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.63e-06, 1.78e-06, 3.10e-06, 2.12e-06, 2.27e-07, 5.40e-07, 7.16e-06, 1.55e-08, 3.90e-06, 3.17e-06, 2.06e-06, 8.41e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
54000 [1.43e-04, 1.08e-04, 6.87e-05, 2.92e-05, 4.01e-05, 1.27e-05, 9.54e-06, 2.22e-05, 3.97e-05, 9.17e-05, 7.96e-05, 5.75e-04, 0.00e+00, 0.00e+00, 2.73e-07] [1.43e-04, 1.08e-04, 6.87e-05, 2.92e-05, 4.01e-05, 1.27e-05, 9.54e-06, 2.22e-05, 3.97e-05, 9.17e-05, 7.96e-05, 5.75e-04, 0.00e+00, 0.00e+00, 2.73e-07] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.671435 s
Training model...
Step Train loss Test loss Test metric
54000 [1.43e-04, 1.08e-04, 6.87e-05, 2.92e-05, 4.01e-05, 1.27e-05, 9.54e-06, 2.22e-05, 3.97e-05, 9.17e-05, 7.96e-05, 5.75e-04, 0.00e+00, 0.00e+00, 2.73e-07] [1.43e-04, 1.08e-04, 6.87e-05, 2.92e-05, 4.01e-05, 1.27e-05, 9.54e-06, 2.22e-05, 3.97e-05, 9.17e-05, 7.96e-05, 5.75e-04, 0.00e+00, 0.00e+00, 2.73e-07] []
56000 [1.24e-06, 2.34e-06, 2.62e-06, 2.57e-06, 1.42e-07, 3.03e-07, 1.56e-06, 1.39e-07, 2.89e-06, 2.08e-06, 1.37e-06, 1.27e-05, 8.76e-07, 1.28e-07, 2.55e-08] [1.24e-06, 2.34e-06, 2.62e-06, 2.57e-06, 1.42e-07, 3.03e-07, 1.56e-06, 1.39e-07, 2.89e-06, 2.08e-06, 1.37e-06, 1.27e-05, 8.76e-07, 1.28e-07, 2.55e-08] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 22.990337 s
Training model...
Step Train loss Test loss Test metric
56000 [1.24e-06, 2.34e-06, 2.62e-06, 2.57e-06, 1.42e-07, 3.03e-07, 1.56e-06, 1.39e-07, 2.89e-06, 2.08e-06, 1.37e-06, 1.27e-05, 8.76e-07, 1.28e-07, 2.55e-08] [1.24e-06, 2.34e-06, 2.62e-06, 2.57e-06, 1.42e-07, 3.03e-07, 1.56e-06, 1.39e-07, 2.89e-06, 2.08e-06, 1.37e-06, 1.27e-05, 8.76e-07, 1.28e-07, 2.55e-08] []
58000 [9.63e-06, 3.74e-06, 8.44e-06, 3.52e-06, 4.23e-06, 6.65e-06, 1.43e-05, 4.92e-06, 4.28e-06, 6.45e-06, 1.32e-05, 3.64e-05, 0.00e+00, 0.00e+00, 4.49e-07] [9.63e-06, 3.74e-06, 8.44e-06, 3.52e-06, 4.23e-06, 6.65e-06, 1.43e-05, 4.92e-06, 4.28e-06, 6.45e-06, 1.32e-05, 3.64e-05, 0.00e+00, 0.00e+00, 4.49e-07] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.092945 s
Training model...
Step Train loss Test loss Test metric
58000 [9.63e-06, 3.74e-06, 8.44e-06, 3.52e-06, 4.23e-06, 6.65e-06, 1.43e-05, 4.92e-06, 4.28e-06, 6.45e-06, 1.32e-05, 3.64e-05, 0.00e+00, 0.00e+00, 4.49e-07] [9.63e-06, 3.74e-06, 8.44e-06, 3.52e-06, 4.23e-06, 6.65e-06, 1.43e-05, 4.92e-06, 4.28e-06, 6.45e-06, 1.32e-05, 3.64e-05, 0.00e+00, 0.00e+00, 4.49e-07] []
60000 [1.92e-06, 4.78e-06, 2.89e-06, 8.43e-07, 2.52e-09, 5.09e-10, 1.98e-09, 1.89e-10, 3.01e-07, 1.97e-06, 1.48e-06, 6.48e-08, 3.13e-09, 3.05e-08, 0.00e+00] [1.92e-06, 4.78e-06, 2.89e-06, 8.43e-07, 2.52e-09, 5.09e-10, 1.98e-09, 1.89e-10, 3.01e-07, 1.97e-06, 1.48e-06, 6.48e-08, 3.13e-09, 3.05e-08, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 22.827774 s
Training model...
Step Train loss Test loss Test metric
60000 [1.92e-06, 4.78e-06, 2.89e-06, 8.43e-07, 2.52e-09, 5.09e-10, 1.98e-09, 1.89e-10, 3.01e-07, 1.97e-06, 1.48e-06, 6.48e-08, 3.13e-09, 3.05e-08, 0.00e+00] [1.92e-06, 4.78e-06, 2.89e-06, 8.43e-07, 2.52e-09, 5.09e-10, 1.98e-09, 1.89e-10, 3.01e-07, 1.97e-06, 1.48e-06, 6.48e-08, 3.13e-09, 3.05e-08, 0.00e+00] []
62000 [1.56e-06, 1.34e-06, 2.02e-06, 4.20e-07, 7.20e-07, 4.92e-07, 9.70e-07, 1.28e-07, 1.27e-06, 4.86e-07, 3.10e-06, 1.25e-06, 2.06e-10, 0.00e+00, 4.79e-09] [1.56e-06, 1.34e-06, 2.02e-06, 4.20e-07, 7.20e-07, 4.92e-07, 9.70e-07, 1.28e-07, 1.27e-06, 4.86e-07, 3.10e-06, 1.25e-06, 2.06e-10, 0.00e+00, 4.79e-09] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 22.836097 s
Training model...
Step Train loss Test loss Test metric
62000 [1.56e-06, 1.34e-06, 2.02e-06, 4.20e-07, 7.20e-07, 4.92e-07, 9.70e-07, 1.28e-07, 1.27e-06, 4.86e-07, 3.10e-06, 1.25e-06, 2.06e-10, 0.00e+00, 4.79e-09] [1.56e-06, 1.34e-06, 2.02e-06, 4.20e-07, 7.20e-07, 4.92e-07, 9.70e-07, 1.28e-07, 1.27e-06, 4.86e-07, 3.10e-06, 1.25e-06, 2.06e-10, 0.00e+00, 4.79e-09] []
64000 [8.94e-07, 1.03e-06, 1.75e-06, 6.19e-07, 7.63e-08, 1.93e-13, 1.10e-06, 7.85e-08, 2.50e-06, 1.25e-06, 1.42e-06, 9.67e-07, 0.00e+00, 1.12e-09, 1.34e-08] [8.94e-07, 1.03e-06, 1.75e-06, 6.19e-07, 7.63e-08, 1.93e-13, 1.10e-06, 7.85e-08, 2.50e-06, 1.25e-06, 1.42e-06, 9.67e-07, 0.00e+00, 1.12e-09, 1.34e-08] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 22.980978 s
Training model...
Step Train loss Test loss Test metric
64000 [8.94e-07, 1.03e-06, 1.75e-06, 6.19e-07, 7.63e-08, 1.93e-13, 1.10e-06, 7.85e-08, 2.50e-06, 1.25e-06, 1.42e-06, 9.67e-07, 0.00e+00, 1.12e-09, 1.34e-08] [8.94e-07, 1.03e-06, 1.75e-06, 6.19e-07, 7.63e-08, 1.93e-13, 1.10e-06, 7.85e-08, 2.50e-06, 1.25e-06, 1.42e-06, 9.67e-07, 0.00e+00, 1.12e-09, 1.34e-08] []
66000 [9.68e-07, 3.61e-06, 1.90e-06, 1.60e-06, 2.33e-07, 1.05e-07, 1.30e-08, 1.58e-07, 2.40e-07, 5.88e-07, 7.36e-07, 1.06e-06, 3.93e-08, 8.46e-08, 0.00e+00] [9.68e-07, 3.61e-06, 1.90e-06, 1.60e-06, 2.33e-07, 1.05e-07, 1.30e-08, 1.58e-07, 2.40e-07, 5.88e-07, 7.36e-07, 1.06e-06, 3.93e-08, 8.46e-08, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.322505 s
Training model...
Step Train loss Test loss Test metric
66000 [9.68e-07, 3.61e-06, 1.90e-06, 1.60e-06, 2.33e-07, 1.05e-07, 1.30e-08, 1.58e-07, 2.40e-07, 5.88e-07, 7.36e-07, 1.06e-06, 3.93e-08, 8.46e-08, 0.00e+00] [9.68e-07, 3.61e-06, 1.90e-06, 1.60e-06, 2.33e-07, 1.05e-07, 1.30e-08, 1.58e-07, 2.40e-07, 5.88e-07, 7.36e-07, 1.06e-06, 3.93e-08, 8.46e-08, 0.00e+00] []
68000 [1.84e-06, 3.08e-06, 3.64e-06, 1.73e-06, 5.42e-07, 1.74e-06, 2.12e-08, 1.14e-07, 4.87e-06, 2.70e-06, 9.18e-06, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.84e-06, 3.08e-06, 3.64e-06, 1.73e-06, 5.42e-07, 1.74e-06, 2.12e-08, 1.14e-07, 4.87e-06, 2.70e-06, 9.18e-06, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 24.030460 s
Training model...
Step Train loss Test loss Test metric
68000 [1.84e-06, 3.08e-06, 3.64e-06, 1.73e-06, 5.42e-07, 1.74e-06, 2.12e-08, 1.14e-07, 4.87e-06, 2.70e-06, 9.18e-06, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.84e-06, 3.08e-06, 3.64e-06, 1.73e-06, 5.42e-07, 1.74e-06, 2.12e-08, 1.14e-07, 4.87e-06, 2.70e-06, 9.18e-06, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
70000 [5.97e-06, 1.91e-06, 7.39e-06, 2.88e-06, 2.15e-06, 1.90e-06, 2.23e-07, 1.04e-06, 2.69e-06, 3.70e-06, 1.64e-06, 1.81e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.97e-06, 1.91e-06, 7.39e-06, 2.88e-06, 2.15e-06, 1.90e-06, 2.23e-07, 1.04e-06, 2.69e-06, 3.70e-06, 1.64e-06, 1.81e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.542180 s
Training model...
Step Train loss Test loss Test metric
70000 [5.97e-06, 1.91e-06, 7.39e-06, 2.88e-06, 2.15e-06, 1.90e-06, 2.23e-07, 1.04e-06, 2.69e-06, 3.70e-06, 1.64e-06, 1.81e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.97e-06, 1.91e-06, 7.39e-06, 2.88e-06, 2.15e-06, 1.90e-06, 2.23e-07, 1.04e-06, 2.69e-06, 3.70e-06, 1.64e-06, 1.81e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
72000 [1.40e-04, 3.35e-06, 1.29e-04, 4.98e-07, 4.82e-06, 5.16e-07, 1.91e-07, 6.88e-07, 4.64e-05, 2.65e-04, 5.17e-05, 2.60e-05, 6.38e-06, 3.22e-09, 0.00e+00] [1.40e-04, 3.35e-06, 1.29e-04, 4.98e-07, 4.82e-06, 5.16e-07, 1.91e-07, 6.88e-07, 4.64e-05, 2.65e-04, 5.17e-05, 2.60e-05, 6.38e-06, 3.22e-09, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.888968 s
Training model...
Step Train loss Test loss Test metric
72000 [1.40e-04, 3.35e-06, 1.29e-04, 4.98e-07, 4.82e-06, 5.16e-07, 1.91e-07, 6.88e-07, 4.64e-05, 2.65e-04, 5.17e-05, 2.60e-05, 6.38e-06, 3.22e-09, 0.00e+00] [1.40e-04, 3.35e-06, 1.29e-04, 4.98e-07, 4.82e-06, 5.16e-07, 1.91e-07, 6.88e-07, 4.64e-05, 2.65e-04, 5.17e-05, 2.60e-05, 6.38e-06, 3.22e-09, 0.00e+00] []
74000 [1.06e-04, 3.05e-06, 9.19e-05, 2.43e-06, 8.20e-08, 8.64e-07, 3.02e-08, 3.22e-08, 4.68e-05, 2.96e-04, 4.96e-05, 2.40e-05, 1.07e-05, 4.82e-09, 8.28e-11] [1.06e-04, 3.05e-06, 9.19e-05, 2.43e-06, 8.20e-08, 8.64e-07, 3.02e-08, 3.22e-08, 4.68e-05, 2.96e-04, 4.96e-05, 2.40e-05, 1.07e-05, 4.82e-09, 8.28e-11] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.857438 s
Training model...
Step Train loss Test loss Test metric
74000 [1.06e-04, 3.05e-06, 9.19e-05, 2.43e-06, 8.20e-08, 8.64e-07, 3.02e-08, 3.22e-08, 4.68e-05, 2.96e-04, 4.96e-05, 2.40e-05, 1.07e-05, 4.82e-09, 8.28e-11] [1.06e-04, 3.05e-06, 9.19e-05, 2.43e-06, 8.20e-08, 8.64e-07, 3.02e-08, 3.22e-08, 4.68e-05, 2.96e-04, 4.96e-05, 2.40e-05, 1.07e-05, 4.82e-09, 8.28e-11] []
76000 [4.69e-05, 3.87e-06, 3.49e-05, 1.17e-06, 1.75e-09, 5.42e-10, 3.94e-09, 5.49e-10, 4.14e-05, 3.07e-04, 3.89e-05, 3.15e-05, 1.16e-05, 5.24e-10, 0.00e+00] [4.69e-05, 3.87e-06, 3.49e-05, 1.17e-06, 1.75e-09, 5.42e-10, 3.94e-09, 5.49e-10, 4.14e-05, 3.07e-04, 3.89e-05, 3.15e-05, 1.16e-05, 5.24e-10, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.728509 s
Training model...
Step Train loss Test loss Test metric
76000 [4.69e-05, 3.87e-06, 3.49e-05, 1.17e-06, 1.75e-09, 5.42e-10, 3.94e-09, 5.49e-10, 4.14e-05, 3.07e-04, 3.89e-05, 3.15e-05, 1.16e-05, 5.24e-10, 0.00e+00] [4.69e-05, 3.87e-06, 3.49e-05, 1.17e-06, 1.75e-09, 5.42e-10, 3.94e-09, 5.49e-10, 4.14e-05, 3.07e-04, 3.89e-05, 3.15e-05, 1.16e-05, 5.24e-10, 0.00e+00] []
78000 [1.18e-04, 2.36e-06, 1.08e-04, 4.95e-06, 2.81e-07, 2.53e-06, 8.25e-07, 1.48e-05, 4.69e-05, 3.00e-04, 4.47e-05, 9.82e-05, 1.07e-05, 3.62e-08, 1.89e-08] [1.18e-04, 2.36e-06, 1.08e-04, 4.95e-06, 2.81e-07, 2.53e-06, 8.25e-07, 1.48e-05, 4.69e-05, 3.00e-04, 4.47e-05, 9.82e-05, 1.07e-05, 3.62e-08, 1.89e-08] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 23.922365 s
Training model...
Step Train loss Test loss Test metric
78000 [1.18e-04, 2.36e-06, 1.08e-04, 4.95e-06, 2.81e-07, 2.53e-06, 8.25e-07, 1.48e-05, 4.69e-05, 3.00e-04, 4.47e-05, 9.82e-05, 1.07e-05, 3.62e-08, 1.89e-08] [1.18e-04, 2.36e-06, 1.08e-04, 4.95e-06, 2.81e-07, 2.53e-06, 8.25e-07, 1.48e-05, 4.69e-05, 3.00e-04, 4.47e-05, 9.82e-05, 1.07e-05, 3.62e-08, 1.89e-08] []
80000 [2.60e-04, 1.08e-05, 2.48e-04, 8.82e-07, 1.45e-05, 1.03e-04, 5.12e-05, 3.66e-05, 2.41e-04, 2.24e-04, 2.21e-03, 9.48e-04, 1.11e-06, 0.00e+00, 5.88e-05] [2.60e-04, 1.08e-05, 2.48e-04, 8.82e-07, 1.45e-05, 1.03e-04, 5.12e-05, 3.66e-05, 2.41e-04, 2.24e-04, 2.21e-03, 9.48e-04, 1.11e-06, 0.00e+00, 5.88e-05] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 24.447525 s
Training model...
Step Train loss Test loss Test metric
80000 [2.60e-04, 1.08e-05, 2.48e-04, 8.82e-07, 1.45e-05, 1.03e-04, 5.12e-05, 3.66e-05, 2.41e-04, 2.24e-04, 2.21e-03, 9.48e-04, 1.11e-06, 0.00e+00, 5.88e-05] [2.60e-04, 1.08e-05, 2.48e-04, 8.82e-07, 1.45e-05, 1.03e-04, 5.12e-05, 3.66e-05, 2.41e-04, 2.24e-04, 2.21e-03, 9.48e-04, 1.11e-06, 0.00e+00, 5.88e-05] []
82000 [5.24e-05, 3.54e-06, 4.09e-05, 9.11e-07, 1.72e-08, 3.04e-10, 4.17e-09, 1.27e-09, 4.09e-05, 3.06e-04, 3.98e-05, 3.13e-05, 1.17e-05, 2.57e-09, 0.00e+00] [5.24e-05, 3.54e-06, 4.09e-05, 9.11e-07, 1.72e-08, 3.04e-10, 4.17e-09, 1.27e-09, 4.09e-05, 3.06e-04, 3.98e-05, 3.13e-05, 1.17e-05, 2.57e-09, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 25.569174 s
Training model...
Step Train loss Test loss Test metric
82000 [5.24e-05, 3.54e-06, 4.09e-05, 9.11e-07, 1.72e-08, 3.04e-10, 4.17e-09, 1.27e-09, 4.09e-05, 3.06e-04, 3.98e-05, 3.13e-05, 1.17e-05, 2.57e-09, 0.00e+00] [5.24e-05, 3.54e-06, 4.09e-05, 9.11e-07, 1.72e-08, 3.04e-10, 4.17e-09, 1.27e-09, 4.09e-05, 3.06e-04, 3.98e-05, 3.13e-05, 1.17e-05, 2.57e-09, 0.00e+00] []
84000 [4.78e-05, 3.54e-06, 3.75e-05, 1.02e-06, 2.41e-12, 4.64e-12, 4.36e-09, 1.65e-10, 4.09e-05, 3.07e-04, 3.92e-05, 3.15e-05, 1.18e-05, 3.12e-09, 0.00e+00] [4.78e-05, 3.54e-06, 3.75e-05, 1.02e-06, 2.41e-12, 4.64e-12, 4.36e-09, 1.65e-10, 4.09e-05, 3.07e-04, 3.92e-05, 3.15e-05, 1.18e-05, 3.12e-09, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 24.280305 s
Training model...
Step Train loss Test loss Test metric
84000 [4.78e-05, 3.54e-06, 3.75e-05, 1.02e-06, 2.41e-12, 4.64e-12, 4.36e-09, 1.65e-10, 4.09e-05, 3.07e-04, 3.92e-05, 3.15e-05, 1.18e-05, 3.12e-09, 0.00e+00] [4.78e-05, 3.54e-06, 3.75e-05, 1.02e-06, 2.41e-12, 4.64e-12, 4.36e-09, 1.65e-10, 4.09e-05, 3.07e-04, 3.92e-05, 3.15e-05, 1.18e-05, 3.12e-09, 0.00e+00] []
86000 [4.18e-05, 3.95e-06, 3.02e-05, 1.58e-06, 4.89e-09, 9.11e-10, 3.81e-09, 1.32e-11, 4.07e-05, 3.06e-04, 3.79e-05, 3.13e-05, 1.13e-05, 4.54e-12, 0.00e+00] [4.18e-05, 3.95e-06, 3.02e-05, 1.58e-06, 4.89e-09, 9.11e-10, 3.81e-09, 1.32e-11, 4.07e-05, 3.06e-04, 3.79e-05, 3.13e-05, 1.13e-05, 4.54e-12, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 24.084850 s
Training model...
Step Train loss Test loss Test metric
86000 [4.18e-05, 3.95e-06, 3.02e-05, 1.58e-06, 4.89e-09, 9.11e-10, 3.81e-09, 1.32e-11, 4.07e-05, 3.06e-04, 3.79e-05, 3.13e-05, 1.13e-05, 4.54e-12, 0.00e+00] [4.18e-05, 3.95e-06, 3.02e-05, 1.58e-06, 4.89e-09, 9.11e-10, 3.81e-09, 1.32e-11, 4.07e-05, 3.06e-04, 3.79e-05, 3.13e-05, 1.13e-05, 4.54e-12, 0.00e+00] []
88000 [1.41e-04, 2.86e-06, 1.55e-04, 1.57e-05, 6.50e-07, 5.35e-07, 6.96e-06, 1.66e-07, 2.28e-05, 2.79e-04, 6.36e-05, 3.47e-05, 7.39e-06, 1.93e-09, 0.00e+00] [1.41e-04, 2.86e-06, 1.55e-04, 1.57e-05, 6.50e-07, 5.35e-07, 6.96e-06, 1.66e-07, 2.28e-05, 2.79e-04, 6.36e-05, 3.47e-05, 7.39e-06, 1.93e-09, 0.00e+00] []
Best model at step 42611:
train loss: 3.91e-06
test loss: 3.91e-06
test metric: []
'train' took 24.202722 s
Training model...
Step Train loss Test loss Test metric
88000 [1.41e-04, 2.86e-06, 1.55e-04, 1.57e-05, 6.50e-07, 5.35e-07, 6.96e-06, 1.66e-07, 2.28e-05, 2.79e-04, 6.36e-05, 3.47e-05, 7.39e-06, 1.93e-09, 0.00e+00] [1.41e-04, 2.86e-06, 1.55e-04, 1.57e-05, 6.50e-07, 5.35e-07, 6.96e-06, 1.66e-07, 2.28e-05, 2.79e-04, 6.36e-05, 3.47e-05, 7.39e-06, 1.93e-09, 0.00e+00] []
90000 [1.33e-04, 5.17e-05, 1.08e-04, 9.56e-05, 4.98e-05, 2.19e-04, 2.73e-06, 2.13e-04, 3.33e-04, 8.92e-05, 9.28e-05, 1.05e-03, 0.00e+00, 0.00e+00, 0.00e+00] [1.33e-04, 5.17e-05, 1.08e-04, 9.56e-05, 4.98e-05, 2.19e-04, 2.73e-06, 2.13e-04, 3.33e-04, 8.92e-05, 9.28e-05, 1.05e-03, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.959648 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
90000 [1.33e-04, 5.17e-05, 1.08e-04, 9.56e-05, 4.98e-05, 2.19e-04, 2.73e-06, 2.13e-04, 3.33e-04, 8.92e-05, 9.28e-05, 1.05e-03, 0.00e+00, 0.00e+00, 0.00e+00] [1.33e-04, 5.17e-05, 1.08e-04, 9.56e-05, 4.98e-05, 2.19e-04, 2.73e-06, 2.13e-04, 3.33e-04, 8.92e-05, 9.28e-05, 1.05e-03, 0.00e+00, 0.00e+00, 0.00e+00] []
92000 [2.50e-06, 2.31e-06, 1.81e-06, 2.39e-06, 1.48e-06, 6.64e-07, 1.74e-06, 4.94e-07, 5.46e-07, 1.92e-06, 9.25e-07, 5.58e-06, 3.92e-07, 1.25e-07, 2.08e-08] [2.50e-06, 2.31e-06, 1.81e-06, 2.39e-06, 1.48e-06, 6.64e-07, 1.74e-06, 4.94e-07, 5.46e-07, 1.92e-06, 9.25e-07, 5.58e-06, 3.92e-07, 1.25e-07, 2.08e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.677683 s
Training model...
Step Train loss Test loss Test metric
92000 [2.50e-06, 2.31e-06, 1.81e-06, 2.39e-06, 1.48e-06, 6.64e-07, 1.74e-06, 4.94e-07, 5.46e-07, 1.92e-06, 9.25e-07, 5.58e-06, 3.92e-07, 1.25e-07, 2.08e-08] [2.50e-06, 2.31e-06, 1.81e-06, 2.39e-06, 1.48e-06, 6.64e-07, 1.74e-06, 4.94e-07, 5.46e-07, 1.92e-06, 9.25e-07, 5.58e-06, 3.92e-07, 1.25e-07, 2.08e-08] []
94000 [4.82e-07, 2.85e-06, 1.78e-06, 9.53e-07, 1.53e-07, 4.98e-07, 1.08e-06, 1.26e-07, 1.96e-06, 1.59e-06, 4.24e-06, 6.92e-06, 2.46e-07, 8.65e-08, 1.12e-08] [4.82e-07, 2.85e-06, 1.78e-06, 9.53e-07, 1.53e-07, 4.98e-07, 1.08e-06, 1.26e-07, 1.96e-06, 1.59e-06, 4.24e-06, 6.92e-06, 2.46e-07, 8.65e-08, 1.12e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.891210 s
Training model...
Step Train loss Test loss Test metric
94000 [4.82e-07, 2.85e-06, 1.78e-06, 9.53e-07, 1.53e-07, 4.98e-07, 1.08e-06, 1.26e-07, 1.96e-06, 1.59e-06, 4.24e-06, 6.92e-06, 2.46e-07, 8.65e-08, 1.12e-08] [4.82e-07, 2.85e-06, 1.78e-06, 9.53e-07, 1.53e-07, 4.98e-07, 1.08e-06, 1.26e-07, 1.96e-06, 1.59e-06, 4.24e-06, 6.92e-06, 2.46e-07, 8.65e-08, 1.12e-08] []
96000 [2.62e-06, 3.37e-06, 2.80e-06, 1.71e-06, 1.06e-06, 6.18e-07, 4.18e-06, 4.52e-07, 2.69e-06, 1.25e-06, 1.81e-06, 1.11e-05, 5.59e-07, 6.27e-08, 0.00e+00] [2.62e-06, 3.37e-06, 2.80e-06, 1.71e-06, 1.06e-06, 6.18e-07, 4.18e-06, 4.52e-07, 2.69e-06, 1.25e-06, 1.81e-06, 1.11e-05, 5.59e-07, 6.27e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.737374 s
Training model...
Step Train loss Test loss Test metric
96000 [2.62e-06, 3.37e-06, 2.80e-06, 1.71e-06, 1.06e-06, 6.18e-07, 4.18e-06, 4.52e-07, 2.69e-06, 1.25e-06, 1.81e-06, 1.11e-05, 5.59e-07, 6.27e-08, 0.00e+00] [2.62e-06, 3.37e-06, 2.80e-06, 1.71e-06, 1.06e-06, 6.18e-07, 4.18e-06, 4.52e-07, 2.69e-06, 1.25e-06, 1.81e-06, 1.11e-05, 5.59e-07, 6.27e-08, 0.00e+00] []
98000 [3.24e-07, 1.38e-06, 1.10e-06, 1.57e-07, 2.82e-08, 3.00e-09, 7.44e-11, 8.92e-09, 1.55e-07, 7.20e-07, 4.77e-07, 3.91e-08, 0.00e+00, 0.00e+00, 2.04e-13] [3.24e-07, 1.38e-06, 1.10e-06, 1.57e-07, 2.82e-08, 3.00e-09, 7.44e-11, 8.92e-09, 1.55e-07, 7.20e-07, 4.77e-07, 3.91e-08, 0.00e+00, 0.00e+00, 2.04e-13] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.161537 s
Training model...
Step Train loss Test loss Test metric
98000 [3.24e-07, 1.38e-06, 1.10e-06, 1.57e-07, 2.82e-08, 3.00e-09, 7.44e-11, 8.92e-09, 1.55e-07, 7.20e-07, 4.77e-07, 3.91e-08, 0.00e+00, 0.00e+00, 2.04e-13] [3.24e-07, 1.38e-06, 1.10e-06, 1.57e-07, 2.82e-08, 3.00e-09, 7.44e-11, 8.92e-09, 1.55e-07, 7.20e-07, 4.77e-07, 3.91e-08, 0.00e+00, 0.00e+00, 2.04e-13] []
100000 [8.30e-06, 8.76e-06, 1.07e-05, 5.52e-06, 2.07e-06, 3.75e-06, 1.33e-05, 6.52e-06, 1.66e-05, 5.61e-06, 1.18e-05, 6.48e-05, 3.00e-06, 6.55e-07, 2.38e-07] [8.30e-06, 8.76e-06, 1.07e-05, 5.52e-06, 2.07e-06, 3.75e-06, 1.33e-05, 6.52e-06, 1.66e-05, 5.61e-06, 1.18e-05, 6.48e-05, 3.00e-06, 6.55e-07, 2.38e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.416448 s
Training model...
Step Train loss Test loss Test metric
100000 [8.30e-06, 8.76e-06, 1.07e-05, 5.52e-06, 2.07e-06, 3.75e-06, 1.33e-05, 6.52e-06, 1.66e-05, 5.61e-06, 1.18e-05, 6.48e-05, 3.00e-06, 6.55e-07, 2.38e-07] [8.30e-06, 8.76e-06, 1.07e-05, 5.52e-06, 2.07e-06, 3.75e-06, 1.33e-05, 6.52e-06, 1.66e-05, 5.61e-06, 1.18e-05, 6.48e-05, 3.00e-06, 6.55e-07, 2.38e-07] []
102000 [1.83e-06, 1.84e-06, 2.91e-06, 1.41e-06, 8.43e-07, 4.09e-07, 1.76e-09, 2.95e-07, 6.82e-07, 1.90e-06, 1.73e-06, 8.43e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.83e-06, 1.84e-06, 2.91e-06, 1.41e-06, 8.43e-07, 4.09e-07, 1.76e-09, 2.95e-07, 6.82e-07, 1.90e-06, 1.73e-06, 8.43e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.126888 s
Training model...
Step Train loss Test loss Test metric
102000 [1.83e-06, 1.84e-06, 2.91e-06, 1.41e-06, 8.43e-07, 4.09e-07, 1.76e-09, 2.95e-07, 6.82e-07, 1.90e-06, 1.73e-06, 8.43e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.83e-06, 1.84e-06, 2.91e-06, 1.41e-06, 8.43e-07, 4.09e-07, 1.76e-09, 2.95e-07, 6.82e-07, 1.90e-06, 1.73e-06, 8.43e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
104000 [1.55e-05, 8.67e-06, 8.66e-06, 9.06e-06, 5.70e-06, 2.96e-06, 3.84e-07, 7.88e-06, 3.78e-05, 4.13e-06, 1.43e-05, 8.88e-05, 2.22e-06, 8.34e-07, 1.26e-09] [1.55e-05, 8.67e-06, 8.66e-06, 9.06e-06, 5.70e-06, 2.96e-06, 3.84e-07, 7.88e-06, 3.78e-05, 4.13e-06, 1.43e-05, 8.88e-05, 2.22e-06, 8.34e-07, 1.26e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.578632 s
Training model...
Step Train loss Test loss Test metric
104000 [1.55e-05, 8.67e-06, 8.66e-06, 9.06e-06, 5.70e-06, 2.96e-06, 3.84e-07, 7.88e-06, 3.78e-05, 4.13e-06, 1.43e-05, 8.88e-05, 2.22e-06, 8.34e-07, 1.26e-09] [1.55e-05, 8.67e-06, 8.66e-06, 9.06e-06, 5.70e-06, 2.96e-06, 3.84e-07, 7.88e-06, 3.78e-05, 4.13e-06, 1.43e-05, 8.88e-05, 2.22e-06, 8.34e-07, 1.26e-09] []
106000 [4.35e-06, 3.11e-06, 7.41e-06, 3.65e-06, 1.69e-06, 9.73e-06, 6.36e-07, 4.71e-06, 4.00e-06, 4.82e-06, 1.83e-05, 5.03e-05, 0.00e+00, 0.00e+00, 1.94e-08] [4.35e-06, 3.11e-06, 7.41e-06, 3.65e-06, 1.69e-06, 9.73e-06, 6.36e-07, 4.71e-06, 4.00e-06, 4.82e-06, 1.83e-05, 5.03e-05, 0.00e+00, 0.00e+00, 1.94e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.768519 s
Training model...
Step Train loss Test loss Test metric
106000 [4.35e-06, 3.11e-06, 7.41e-06, 3.65e-06, 1.69e-06, 9.73e-06, 6.36e-07, 4.71e-06, 4.00e-06, 4.82e-06, 1.83e-05, 5.03e-05, 0.00e+00, 0.00e+00, 1.94e-08] [4.35e-06, 3.11e-06, 7.41e-06, 3.65e-06, 1.69e-06, 9.73e-06, 6.36e-07, 4.71e-06, 4.00e-06, 4.82e-06, 1.83e-05, 5.03e-05, 0.00e+00, 0.00e+00, 1.94e-08] []
108000 [1.39e-05, 2.02e-06, 1.14e-05, 3.98e-06, 7.03e-06, 4.43e-07, 9.36e-06, 2.03e-06, 2.98e-06, 4.88e-06, 1.84e-06, 2.13e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.39e-05, 2.02e-06, 1.14e-05, 3.98e-06, 7.03e-06, 4.43e-07, 9.36e-06, 2.03e-06, 2.98e-06, 4.88e-06, 1.84e-06, 2.13e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.223835 s
Training model...
Step Train loss Test loss Test metric
108000 [1.39e-05, 2.02e-06, 1.14e-05, 3.98e-06, 7.03e-06, 4.43e-07, 9.36e-06, 2.03e-06, 2.98e-06, 4.88e-06, 1.84e-06, 2.13e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.39e-05, 2.02e-06, 1.14e-05, 3.98e-06, 7.03e-06, 4.43e-07, 9.36e-06, 2.03e-06, 2.98e-06, 4.88e-06, 1.84e-06, 2.13e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
110000 [2.05e-05, 9.95e-06, 1.39e-05, 6.92e-06, 6.60e-06, 1.06e-05, 1.58e-05, 1.31e-05, 2.95e-05, 7.00e-06, 9.76e-06, 5.63e-05, 4.05e-06, 2.16e-06, 0.00e+00] [2.05e-05, 9.95e-06, 1.39e-05, 6.92e-06, 6.60e-06, 1.06e-05, 1.58e-05, 1.31e-05, 2.95e-05, 7.00e-06, 9.76e-06, 5.63e-05, 4.05e-06, 2.16e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.671794 s
Training model...
Step Train loss Test loss Test metric
110000 [2.05e-05, 9.95e-06, 1.39e-05, 6.92e-06, 6.60e-06, 1.06e-05, 1.58e-05, 1.31e-05, 2.95e-05, 7.00e-06, 9.76e-06, 5.63e-05, 4.05e-06, 2.16e-06, 0.00e+00] [2.05e-05, 9.95e-06, 1.39e-05, 6.92e-06, 6.60e-06, 1.06e-05, 1.58e-05, 1.31e-05, 2.95e-05, 7.00e-06, 9.76e-06, 5.63e-05, 4.05e-06, 2.16e-06, 0.00e+00] []
112000 [6.37e-07, 2.22e-06, 1.38e-06, 6.92e-07, 1.47e-07, 3.43e-07, 3.30e-06, 1.23e-08, 3.92e-07, 6.60e-07, 1.85e-06, 2.38e-06, 8.13e-08, 2.53e-08, 0.00e+00] [6.37e-07, 2.22e-06, 1.38e-06, 6.92e-07, 1.47e-07, 3.43e-07, 3.30e-06, 1.23e-08, 3.92e-07, 6.60e-07, 1.85e-06, 2.38e-06, 8.13e-08, 2.53e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.727721 s
Training model...
Step Train loss Test loss Test metric
112000 [6.37e-07, 2.22e-06, 1.38e-06, 6.92e-07, 1.47e-07, 3.43e-07, 3.30e-06, 1.23e-08, 3.92e-07, 6.60e-07, 1.85e-06, 2.38e-06, 8.13e-08, 2.53e-08, 0.00e+00] [6.37e-07, 2.22e-06, 1.38e-06, 6.92e-07, 1.47e-07, 3.43e-07, 3.30e-06, 1.23e-08, 3.92e-07, 6.60e-07, 1.85e-06, 2.38e-06, 8.13e-08, 2.53e-08, 0.00e+00] []
114000 [2.63e-06, 1.27e-06, 3.39e-06, 3.69e-07, 9.96e-07, 1.73e-07, 8.95e-07, 6.43e-07, 1.36e-06, 1.27e-06, 8.03e-07, 4.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.63e-06, 1.27e-06, 3.39e-06, 3.69e-07, 9.96e-07, 1.73e-07, 8.95e-07, 6.43e-07, 1.36e-06, 1.27e-06, 8.03e-07, 4.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.923651 s
Training model...
Step Train loss Test loss Test metric
114000 [2.63e-06, 1.27e-06, 3.39e-06, 3.69e-07, 9.96e-07, 1.73e-07, 8.95e-07, 6.43e-07, 1.36e-06, 1.27e-06, 8.03e-07, 4.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.63e-06, 1.27e-06, 3.39e-06, 3.69e-07, 9.96e-07, 1.73e-07, 8.95e-07, 6.43e-07, 1.36e-06, 1.27e-06, 8.03e-07, 4.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
116000 [6.70e-07, 1.83e-06, 8.15e-07, 1.58e-06, 2.93e-07, 3.41e-07, 2.56e-06, 2.19e-09, 2.85e-07, 9.51e-07, 5.71e-07, 5.20e-07, 3.52e-08, 9.50e-09, 1.48e-08] [6.70e-07, 1.83e-06, 8.15e-07, 1.58e-06, 2.93e-07, 3.41e-07, 2.56e-06, 2.19e-09, 2.85e-07, 9.51e-07, 5.71e-07, 5.20e-07, 3.52e-08, 9.50e-09, 1.48e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.012478 s
Training model...
Step Train loss Test loss Test metric
116000 [6.70e-07, 1.83e-06, 8.15e-07, 1.58e-06, 2.93e-07, 3.41e-07, 2.56e-06, 2.19e-09, 2.85e-07, 9.51e-07, 5.71e-07, 5.20e-07, 3.52e-08, 9.50e-09, 1.48e-08] [6.70e-07, 1.83e-06, 8.15e-07, 1.58e-06, 2.93e-07, 3.41e-07, 2.56e-06, 2.19e-09, 2.85e-07, 9.51e-07, 5.71e-07, 5.20e-07, 3.52e-08, 9.50e-09, 1.48e-08] []
118000 [2.48e-06, 2.59e-06, 2.95e-06, 2.14e-06, 1.18e-07, 1.76e-07, 3.48e-07, 1.29e-08, 2.29e-06, 1.19e-06, 3.55e-06, 9.12e-06, 1.64e-07, 5.88e-10, 1.38e-09] [2.48e-06, 2.59e-06, 2.95e-06, 2.14e-06, 1.18e-07, 1.76e-07, 3.48e-07, 1.29e-08, 2.29e-06, 1.19e-06, 3.55e-06, 9.12e-06, 1.64e-07, 5.88e-10, 1.38e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.908216 s
Training model...
Step Train loss Test loss Test metric
118000 [2.48e-06, 2.59e-06, 2.95e-06, 2.14e-06, 1.18e-07, 1.76e-07, 3.48e-07, 1.29e-08, 2.29e-06, 1.19e-06, 3.55e-06, 9.12e-06, 1.64e-07, 5.88e-10, 1.38e-09] [2.48e-06, 2.59e-06, 2.95e-06, 2.14e-06, 1.18e-07, 1.76e-07, 3.48e-07, 1.29e-08, 2.29e-06, 1.19e-06, 3.55e-06, 9.12e-06, 1.64e-07, 5.88e-10, 1.38e-09] []
120000 [6.24e-07, 1.58e-06, 1.99e-06, 7.35e-07, 1.88e-07, 3.07e-08, 2.21e-07, 6.59e-08, 3.79e-07, 8.11e-07, 8.95e-07, 6.58e-07, 0.00e+00, 2.69e-10, 0.00e+00] [6.24e-07, 1.58e-06, 1.99e-06, 7.35e-07, 1.88e-07, 3.07e-08, 2.21e-07, 6.59e-08, 3.79e-07, 8.11e-07, 8.95e-07, 6.58e-07, 0.00e+00, 2.69e-10, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.803434 s
Training model...
Step Train loss Test loss Test metric
120000 [6.24e-07, 1.58e-06, 1.99e-06, 7.35e-07, 1.88e-07, 3.07e-08, 2.21e-07, 6.59e-08, 3.79e-07, 8.11e-07, 8.95e-07, 6.58e-07, 0.00e+00, 2.69e-10, 0.00e+00] [6.24e-07, 1.58e-06, 1.99e-06, 7.35e-07, 1.88e-07, 3.07e-08, 2.21e-07, 6.59e-08, 3.79e-07, 8.11e-07, 8.95e-07, 6.58e-07, 0.00e+00, 2.69e-10, 0.00e+00] []
122000 [4.86e-05, 1.03e-05, 3.03e-05, 2.47e-05, 2.09e-05, 1.58e-05, 1.72e-06, 1.06e-05, 2.27e-05, 1.81e-05, 1.04e-05, 1.33e-04, 9.23e-06, 2.44e-06, 2.30e-08] [4.86e-05, 1.03e-05, 3.03e-05, 2.47e-05, 2.09e-05, 1.58e-05, 1.72e-06, 1.06e-05, 2.27e-05, 1.81e-05, 1.04e-05, 1.33e-04, 9.23e-06, 2.44e-06, 2.30e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.203526 s
Training model...
Step Train loss Test loss Test metric
122000 [4.86e-05, 1.03e-05, 3.03e-05, 2.47e-05, 2.09e-05, 1.58e-05, 1.72e-06, 1.06e-05, 2.27e-05, 1.81e-05, 1.04e-05, 1.33e-04, 9.23e-06, 2.44e-06, 2.30e-08] [4.86e-05, 1.03e-05, 3.03e-05, 2.47e-05, 2.09e-05, 1.58e-05, 1.72e-06, 1.06e-05, 2.27e-05, 1.81e-05, 1.04e-05, 1.33e-04, 9.23e-06, 2.44e-06, 2.30e-08] []
124000 [1.21e-05, 7.38e-06, 8.73e-06, 7.31e-06, 3.88e-06, 7.59e-06, 4.83e-06, 5.19e-06, 1.26e-05, 3.73e-06, 1.16e-05, 6.46e-05, 2.44e-06, 1.63e-06, 0.00e+00] [1.21e-05, 7.38e-06, 8.73e-06, 7.31e-06, 3.88e-06, 7.59e-06, 4.83e-06, 5.19e-06, 1.26e-05, 3.73e-06, 1.16e-05, 6.46e-05, 2.44e-06, 1.63e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.777645 s
Training model...
Step Train loss Test loss Test metric
124000 [1.21e-05, 7.38e-06, 8.73e-06, 7.31e-06, 3.88e-06, 7.59e-06, 4.83e-06, 5.19e-06, 1.26e-05, 3.73e-06, 1.16e-05, 6.46e-05, 2.44e-06, 1.63e-06, 0.00e+00] [1.21e-05, 7.38e-06, 8.73e-06, 7.31e-06, 3.88e-06, 7.59e-06, 4.83e-06, 5.19e-06, 1.26e-05, 3.73e-06, 1.16e-05, 6.46e-05, 2.44e-06, 1.63e-06, 0.00e+00] []
126000 [3.58e-06, 4.90e-06, 3.99e-06, 2.19e-06, 1.82e-07, 1.06e-07, 9.24e-07, 1.03e-07, 6.03e-07, 2.58e-06, 1.77e-06, 1.05e-06, 3.18e-08, 3.89e-08, 0.00e+00] [3.58e-06, 4.90e-06, 3.99e-06, 2.19e-06, 1.82e-07, 1.06e-07, 9.24e-07, 1.03e-07, 6.03e-07, 2.58e-06, 1.77e-06, 1.05e-06, 3.18e-08, 3.89e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.702464 s
Training model...
Step Train loss Test loss Test metric
126000 [3.58e-06, 4.90e-06, 3.99e-06, 2.19e-06, 1.82e-07, 1.06e-07, 9.24e-07, 1.03e-07, 6.03e-07, 2.58e-06, 1.77e-06, 1.05e-06, 3.18e-08, 3.89e-08, 0.00e+00] [3.58e-06, 4.90e-06, 3.99e-06, 2.19e-06, 1.82e-07, 1.06e-07, 9.24e-07, 1.03e-07, 6.03e-07, 2.58e-06, 1.77e-06, 1.05e-06, 3.18e-08, 3.89e-08, 0.00e+00] []
128000 [6.32e-07, 2.26e-06, 1.80e-06, 2.40e-07, 1.74e-07, 2.23e-07, 8.17e-06, 2.32e-07, 2.88e-07, 7.63e-07, 8.09e-07, 1.27e-06, 3.55e-08, 0.00e+00, 0.00e+00] [6.32e-07, 2.26e-06, 1.80e-06, 2.40e-07, 1.74e-07, 2.23e-07, 8.17e-06, 2.32e-07, 2.88e-07, 7.63e-07, 8.09e-07, 1.27e-06, 3.55e-08, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.827232 s
Training model...
Step Train loss Test loss Test metric
128000 [6.32e-07, 2.26e-06, 1.80e-06, 2.40e-07, 1.74e-07, 2.23e-07, 8.17e-06, 2.32e-07, 2.88e-07, 7.63e-07, 8.09e-07, 1.27e-06, 3.55e-08, 0.00e+00, 0.00e+00] [6.32e-07, 2.26e-06, 1.80e-06, 2.40e-07, 1.74e-07, 2.23e-07, 8.17e-06, 2.32e-07, 2.88e-07, 7.63e-07, 8.09e-07, 1.27e-06, 3.55e-08, 0.00e+00, 0.00e+00] []
130000 [1.92e-06, 5.39e-06, 3.72e-06, 1.56e-06, 1.05e-08, 3.47e-09, 2.34e-09, 7.03e-09, 1.64e-06, 9.19e-07, 2.11e-06, 3.97e-07, 1.05e-08, 2.77e-07, 0.00e+00] [1.92e-06, 5.39e-06, 3.72e-06, 1.56e-06, 1.05e-08, 3.47e-09, 2.34e-09, 7.03e-09, 1.64e-06, 9.19e-07, 2.11e-06, 3.97e-07, 1.05e-08, 2.77e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.792553 s
Training model...
Step Train loss Test loss Test metric
130000 [1.92e-06, 5.39e-06, 3.72e-06, 1.56e-06, 1.05e-08, 3.47e-09, 2.34e-09, 7.03e-09, 1.64e-06, 9.19e-07, 2.11e-06, 3.97e-07, 1.05e-08, 2.77e-07, 0.00e+00] [1.92e-06, 5.39e-06, 3.72e-06, 1.56e-06, 1.05e-08, 3.47e-09, 2.34e-09, 7.03e-09, 1.64e-06, 9.19e-07, 2.11e-06, 3.97e-07, 1.05e-08, 2.77e-07, 0.00e+00] []
132000 [3.45e-06, 7.17e-06, 6.51e-06, 3.72e-06, 1.99e-06, 1.17e-07, 9.38e-06, 6.41e-07, 2.44e-06, 8.70e-06, 3.56e-06, 2.13e-05, 0.00e+00, 0.00e+00, 1.05e-07] [3.45e-06, 7.17e-06, 6.51e-06, 3.72e-06, 1.99e-06, 1.17e-07, 9.38e-06, 6.41e-07, 2.44e-06, 8.70e-06, 3.56e-06, 2.13e-05, 0.00e+00, 0.00e+00, 1.05e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.807123 s
Training model...
Step Train loss Test loss Test metric
132000 [3.45e-06, 7.17e-06, 6.51e-06, 3.72e-06, 1.99e-06, 1.17e-07, 9.38e-06, 6.41e-07, 2.44e-06, 8.70e-06, 3.56e-06, 2.13e-05, 0.00e+00, 0.00e+00, 1.05e-07] [3.45e-06, 7.17e-06, 6.51e-06, 3.72e-06, 1.99e-06, 1.17e-07, 9.38e-06, 6.41e-07, 2.44e-06, 8.70e-06, 3.56e-06, 2.13e-05, 0.00e+00, 0.00e+00, 1.05e-07] []
134000 [8.12e-05, 1.78e-05, 5.72e-05, 4.11e-05, 2.66e-05, 1.66e-05, 1.18e-05, 1.75e-05, 6.51e-05, 3.71e-05, 1.88e-05, 2.91e-04, 2.18e-05, 3.15e-06, 3.55e-07] [8.12e-05, 1.78e-05, 5.72e-05, 4.11e-05, 2.66e-05, 1.66e-05, 1.18e-05, 1.75e-05, 6.51e-05, 3.71e-05, 1.88e-05, 2.91e-04, 2.18e-05, 3.15e-06, 3.55e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.235848 s
Training model...
Step Train loss Test loss Test metric
134000 [8.12e-05, 1.78e-05, 5.72e-05, 4.11e-05, 2.66e-05, 1.66e-05, 1.18e-05, 1.75e-05, 6.51e-05, 3.71e-05, 1.88e-05, 2.91e-04, 2.18e-05, 3.15e-06, 3.55e-07] [8.12e-05, 1.78e-05, 5.72e-05, 4.11e-05, 2.66e-05, 1.66e-05, 1.18e-05, 1.75e-05, 6.51e-05, 3.71e-05, 1.88e-05, 2.91e-04, 2.18e-05, 3.15e-06, 3.55e-07] []
136000 [6.84e-07, 2.83e-06, 1.87e-06, 1.17e-06, 5.41e-12, 9.52e-11, 9.41e-10, 4.46e-10, 3.18e-07, 1.31e-06, 9.08e-07, 3.26e-08, 6.41e-11, 5.13e-09, 0.00e+00] [6.84e-07, 2.83e-06, 1.87e-06, 1.17e-06, 5.41e-12, 9.52e-11, 9.41e-10, 4.46e-10, 3.18e-07, 1.31e-06, 9.08e-07, 3.26e-08, 6.41e-11, 5.13e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.234640 s
Training model...
Step Train loss Test loss Test metric
136000 [6.84e-07, 2.83e-06, 1.87e-06, 1.17e-06, 5.41e-12, 9.52e-11, 9.41e-10, 4.46e-10, 3.18e-07, 1.31e-06, 9.08e-07, 3.26e-08, 6.41e-11, 5.13e-09, 0.00e+00] [6.84e-07, 2.83e-06, 1.87e-06, 1.17e-06, 5.41e-12, 9.52e-11, 9.41e-10, 4.46e-10, 3.18e-07, 1.31e-06, 9.08e-07, 3.26e-08, 6.41e-11, 5.13e-09, 0.00e+00] []
138000 [1.44e-06, 2.60e-06, 1.26e-06, 1.55e-06, 3.93e-07, 1.31e-07, 2.25e-06, 3.46e-07, 9.72e-07, 6.31e-07, 1.00e-06, 1.81e-06, 1.22e-07, 1.00e-08, 2.56e-08] [1.44e-06, 2.60e-06, 1.26e-06, 1.55e-06, 3.93e-07, 1.31e-07, 2.25e-06, 3.46e-07, 9.72e-07, 6.31e-07, 1.00e-06, 1.81e-06, 1.22e-07, 1.00e-08, 2.56e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.033784 s
Training model...
Step Train loss Test loss Test metric
138000 [1.44e-06, 2.60e-06, 1.26e-06, 1.55e-06, 3.93e-07, 1.31e-07, 2.25e-06, 3.46e-07, 9.72e-07, 6.31e-07, 1.00e-06, 1.81e-06, 1.22e-07, 1.00e-08, 2.56e-08] [1.44e-06, 2.60e-06, 1.26e-06, 1.55e-06, 3.93e-07, 1.31e-07, 2.25e-06, 3.46e-07, 9.72e-07, 6.31e-07, 1.00e-06, 1.81e-06, 1.22e-07, 1.00e-08, 2.56e-08] []
140000 [1.83e-05, 6.56e-06, 1.02e-05, 8.57e-06, 8.53e-06, 1.60e-06, 3.90e-06, 1.78e-06, 4.59e-06, 6.32e-06, 2.19e-06, 2.72e-05, 2.56e-06, 2.26e-07, 2.90e-08] [1.83e-05, 6.56e-06, 1.02e-05, 8.57e-06, 8.53e-06, 1.60e-06, 3.90e-06, 1.78e-06, 4.59e-06, 6.32e-06, 2.19e-06, 2.72e-05, 2.56e-06, 2.26e-07, 2.90e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.543968 s
Training model...
Step Train loss Test loss Test metric
140000 [1.83e-05, 6.56e-06, 1.02e-05, 8.57e-06, 8.53e-06, 1.60e-06, 3.90e-06, 1.78e-06, 4.59e-06, 6.32e-06, 2.19e-06, 2.72e-05, 2.56e-06, 2.26e-07, 2.90e-08] [1.83e-05, 6.56e-06, 1.02e-05, 8.57e-06, 8.53e-06, 1.60e-06, 3.90e-06, 1.78e-06, 4.59e-06, 6.32e-06, 2.19e-06, 2.72e-05, 2.56e-06, 2.26e-07, 2.90e-08] []
142000 [2.28e-05, 8.80e-06, 1.61e-05, 1.65e-05, 9.49e-06, 1.46e-05, 1.96e-06, 2.80e-05, 5.52e-05, 3.53e-06, 1.48e-05, 1.38e-04, 2.08e-06, 1.25e-06, 6.53e-09] [2.28e-05, 8.80e-06, 1.61e-05, 1.65e-05, 9.49e-06, 1.46e-05, 1.96e-06, 2.80e-05, 5.52e-05, 3.53e-06, 1.48e-05, 1.38e-04, 2.08e-06, 1.25e-06, 6.53e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.371414 s
Training model...
Step Train loss Test loss Test metric
142000 [2.28e-05, 8.80e-06, 1.61e-05, 1.65e-05, 9.49e-06, 1.46e-05, 1.96e-06, 2.80e-05, 5.52e-05, 3.53e-06, 1.48e-05, 1.38e-04, 2.08e-06, 1.25e-06, 6.53e-09] [2.28e-05, 8.80e-06, 1.61e-05, 1.65e-05, 9.49e-06, 1.46e-05, 1.96e-06, 2.80e-05, 5.52e-05, 3.53e-06, 1.48e-05, 1.38e-04, 2.08e-06, 1.25e-06, 6.53e-09] []
144000 [1.93e-07, 1.85e-06, 1.12e-06, 3.38e-07, 3.30e-09, 2.62e-09, 8.42e-08, 3.57e-09, 1.63e-07, 5.33e-07, 6.84e-07, 1.36e-07, 4.74e-12, 6.81e-09, 2.75e-10] [1.93e-07, 1.85e-06, 1.12e-06, 3.38e-07, 3.30e-09, 2.62e-09, 8.42e-08, 3.57e-09, 1.63e-07, 5.33e-07, 6.84e-07, 1.36e-07, 4.74e-12, 6.81e-09, 2.75e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.714279 s
Training model...
Step Train loss Test loss Test metric
144000 [1.93e-07, 1.85e-06, 1.12e-06, 3.38e-07, 3.30e-09, 2.62e-09, 8.42e-08, 3.57e-09, 1.63e-07, 5.33e-07, 6.84e-07, 1.36e-07, 4.74e-12, 6.81e-09, 2.75e-10] [1.93e-07, 1.85e-06, 1.12e-06, 3.38e-07, 3.30e-09, 2.62e-09, 8.42e-08, 3.57e-09, 1.63e-07, 5.33e-07, 6.84e-07, 1.36e-07, 4.74e-12, 6.81e-09, 2.75e-10] []
146000 [1.95e-05, 2.73e-06, 1.55e-05, 5.02e-06, 1.04e-05, 3.75e-06, 4.15e-06, 4.50e-06, 7.25e-06, 5.66e-06, 3.51e-06, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.95e-05, 2.73e-06, 1.55e-05, 5.02e-06, 1.04e-05, 3.75e-06, 4.15e-06, 4.50e-06, 7.25e-06, 5.66e-06, 3.51e-06, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.451079 s
Training model...
Step Train loss Test loss Test metric
146000 [1.95e-05, 2.73e-06, 1.55e-05, 5.02e-06, 1.04e-05, 3.75e-06, 4.15e-06, 4.50e-06, 7.25e-06, 5.66e-06, 3.51e-06, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.95e-05, 2.73e-06, 1.55e-05, 5.02e-06, 1.04e-05, 3.75e-06, 4.15e-06, 4.50e-06, 7.25e-06, 5.66e-06, 3.51e-06, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
148000 [3.88e-05, 9.40e-06, 2.47e-05, 1.76e-05, 1.96e-05, 6.30e-06, 1.43e-06, 7.68e-06, 1.77e-05, 1.54e-05, 5.97e-06, 7.52e-05, 8.12e-06, 8.32e-07, 2.99e-08] [3.88e-05, 9.40e-06, 2.47e-05, 1.76e-05, 1.96e-05, 6.30e-06, 1.43e-06, 7.68e-06, 1.77e-05, 1.54e-05, 5.97e-06, 7.52e-05, 8.12e-06, 8.32e-07, 2.99e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.920023 s
Training model...
Step Train loss Test loss Test metric
148000 [3.88e-05, 9.40e-06, 2.47e-05, 1.76e-05, 1.96e-05, 6.30e-06, 1.43e-06, 7.68e-06, 1.77e-05, 1.54e-05, 5.97e-06, 7.52e-05, 8.12e-06, 8.32e-07, 2.99e-08] [3.88e-05, 9.40e-06, 2.47e-05, 1.76e-05, 1.96e-05, 6.30e-06, 1.43e-06, 7.68e-06, 1.77e-05, 1.54e-05, 5.97e-06, 7.52e-05, 8.12e-06, 8.32e-07, 2.99e-08] []
150000 [8.70e-07, 2.24e-06, 1.85e-06, 8.67e-07, 3.87e-07, 5.11e-07, 3.36e-12, 6.61e-09, 1.61e-06, 4.88e-07, 3.39e-06, 2.82e-06, 0.00e+00, 0.00e+00, 9.21e-15] [8.70e-07, 2.24e-06, 1.85e-06, 8.67e-07, 3.87e-07, 5.11e-07, 3.36e-12, 6.61e-09, 1.61e-06, 4.88e-07, 3.39e-06, 2.82e-06, 0.00e+00, 0.00e+00, 9.21e-15] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.004272 s
Training model...
Step Train loss Test loss Test metric
150000 [8.70e-07, 2.24e-06, 1.85e-06, 8.67e-07, 3.87e-07, 5.11e-07, 3.36e-12, 6.61e-09, 1.61e-06, 4.88e-07, 3.39e-06, 2.82e-06, 0.00e+00, 0.00e+00, 9.21e-15] [8.70e-07, 2.24e-06, 1.85e-06, 8.67e-07, 3.87e-07, 5.11e-07, 3.36e-12, 6.61e-09, 1.61e-06, 4.88e-07, 3.39e-06, 2.82e-06, 0.00e+00, 0.00e+00, 9.21e-15] []
152000 [1.01e-05, 4.61e-06, 1.37e-05, 6.47e-06, 6.82e-06, 3.75e-06, 4.78e-06, 4.90e-06, 9.00e-06, 1.56e-05, 6.86e-06, 5.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.01e-05, 4.61e-06, 1.37e-05, 6.47e-06, 6.82e-06, 3.75e-06, 4.78e-06, 4.90e-06, 9.00e-06, 1.56e-05, 6.86e-06, 5.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.814153 s
Training model...
Step Train loss Test loss Test metric
152000 [1.01e-05, 4.61e-06, 1.37e-05, 6.47e-06, 6.82e-06, 3.75e-06, 4.78e-06, 4.90e-06, 9.00e-06, 1.56e-05, 6.86e-06, 5.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.01e-05, 4.61e-06, 1.37e-05, 6.47e-06, 6.82e-06, 3.75e-06, 4.78e-06, 4.90e-06, 9.00e-06, 1.56e-05, 6.86e-06, 5.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
154000 [2.77e-06, 2.43e-06, 4.33e-06, 1.84e-06, 8.80e-07, 1.67e-06, 2.80e-05, 1.70e-06, 2.83e-06, 3.99e-06, 4.04e-06, 2.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.77e-06, 2.43e-06, 4.33e-06, 1.84e-06, 8.80e-07, 1.67e-06, 2.80e-05, 1.70e-06, 2.83e-06, 3.99e-06, 4.04e-06, 2.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.719907 s
Training model...
Step Train loss Test loss Test metric
154000 [2.77e-06, 2.43e-06, 4.33e-06, 1.84e-06, 8.80e-07, 1.67e-06, 2.80e-05, 1.70e-06, 2.83e-06, 3.99e-06, 4.04e-06, 2.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.77e-06, 2.43e-06, 4.33e-06, 1.84e-06, 8.80e-07, 1.67e-06, 2.80e-05, 1.70e-06, 2.83e-06, 3.99e-06, 4.04e-06, 2.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
156000 [1.44e-06, 4.25e-06, 3.68e-06, 1.08e-06, 3.17e-08, 2.62e-07, 9.69e-06, 3.97e-07, 4.56e-06, 2.99e-06, 5.09e-06, 3.23e-06, 2.49e-07, 0.00e+00, 9.29e-08] [1.44e-06, 4.25e-06, 3.68e-06, 1.08e-06, 3.17e-08, 2.62e-07, 9.69e-06, 3.97e-07, 4.56e-06, 2.99e-06, 5.09e-06, 3.23e-06, 2.49e-07, 0.00e+00, 9.29e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.057944 s
Training model...
Step Train loss Test loss Test metric
156000 [1.44e-06, 4.25e-06, 3.68e-06, 1.08e-06, 3.17e-08, 2.62e-07, 9.69e-06, 3.97e-07, 4.56e-06, 2.99e-06, 5.09e-06, 3.23e-06, 2.49e-07, 0.00e+00, 9.29e-08] [1.44e-06, 4.25e-06, 3.68e-06, 1.08e-06, 3.17e-08, 2.62e-07, 9.69e-06, 3.97e-07, 4.56e-06, 2.99e-06, 5.09e-06, 3.23e-06, 2.49e-07, 0.00e+00, 9.29e-08] []
158000 [3.98e-07, 2.37e-06, 1.56e-06, 5.70e-07, 2.07e-08, 3.30e-09, 1.46e-06, 4.62e-08, 2.86e-07, 3.20e-07, 9.70e-07, 8.06e-08, 0.00e+00, 1.39e-10, 0.00e+00] [3.98e-07, 2.37e-06, 1.56e-06, 5.70e-07, 2.07e-08, 3.30e-09, 1.46e-06, 4.62e-08, 2.86e-07, 3.20e-07, 9.70e-07, 8.06e-08, 0.00e+00, 1.39e-10, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.527706 s
Training model...
Step Train loss Test loss Test metric
158000 [3.98e-07, 2.37e-06, 1.56e-06, 5.70e-07, 2.07e-08, 3.30e-09, 1.46e-06, 4.62e-08, 2.86e-07, 3.20e-07, 9.70e-07, 8.06e-08, 0.00e+00, 1.39e-10, 0.00e+00] [3.98e-07, 2.37e-06, 1.56e-06, 5.70e-07, 2.07e-08, 3.30e-09, 1.46e-06, 4.62e-08, 2.86e-07, 3.20e-07, 9.70e-07, 8.06e-08, 0.00e+00, 1.39e-10, 0.00e+00] []
160000 [9.73e-06, 1.02e-05, 9.47e-06, 3.38e-06, 4.62e-06, 1.03e-05, 3.14e-05, 1.80e-06, 4.43e-06, 1.97e-05, 1.52e-05, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.73e-06, 1.02e-05, 9.47e-06, 3.38e-06, 4.62e-06, 1.03e-05, 3.14e-05, 1.80e-06, 4.43e-06, 1.97e-05, 1.52e-05, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.118710 s
Training model...
Step Train loss Test loss Test metric
160000 [9.73e-06, 1.02e-05, 9.47e-06, 3.38e-06, 4.62e-06, 1.03e-05, 3.14e-05, 1.80e-06, 4.43e-06, 1.97e-05, 1.52e-05, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.73e-06, 1.02e-05, 9.47e-06, 3.38e-06, 4.62e-06, 1.03e-05, 3.14e-05, 1.80e-06, 4.43e-06, 1.97e-05, 1.52e-05, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
162000 [5.84e-06, 1.78e-06, 6.23e-06, 2.33e-06, 3.00e-06, 7.18e-07, 5.07e-07, 1.94e-06, 2.03e-06, 2.33e-06, 1.24e-06, 9.98e-06, 0.00e+00, 0.00e+00, 8.62e-09] [5.84e-06, 1.78e-06, 6.23e-06, 2.33e-06, 3.00e-06, 7.18e-07, 5.07e-07, 1.94e-06, 2.03e-06, 2.33e-06, 1.24e-06, 9.98e-06, 0.00e+00, 0.00e+00, 8.62e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.133532 s
Training model...
Step Train loss Test loss Test metric
162000 [5.84e-06, 1.78e-06, 6.23e-06, 2.33e-06, 3.00e-06, 7.18e-07, 5.07e-07, 1.94e-06, 2.03e-06, 2.33e-06, 1.24e-06, 9.98e-06, 0.00e+00, 0.00e+00, 8.62e-09] [5.84e-06, 1.78e-06, 6.23e-06, 2.33e-06, 3.00e-06, 7.18e-07, 5.07e-07, 1.94e-06, 2.03e-06, 2.33e-06, 1.24e-06, 9.98e-06, 0.00e+00, 0.00e+00, 8.62e-09] []
164000 [6.67e-06, 4.85e-06, 3.73e-06, 2.57e-06, 2.05e-06, 2.69e-06, 5.25e-06, 1.60e-06, 5.07e-06, 1.11e-06, 2.06e-06, 1.63e-05, 4.70e-07, 1.79e-07, 0.00e+00] [6.67e-06, 4.85e-06, 3.73e-06, 2.57e-06, 2.05e-06, 2.69e-06, 5.25e-06, 1.60e-06, 5.07e-06, 1.11e-06, 2.06e-06, 1.63e-05, 4.70e-07, 1.79e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.936313 s
Training model...
Step Train loss Test loss Test metric
164000 [6.67e-06, 4.85e-06, 3.73e-06, 2.57e-06, 2.05e-06, 2.69e-06, 5.25e-06, 1.60e-06, 5.07e-06, 1.11e-06, 2.06e-06, 1.63e-05, 4.70e-07, 1.79e-07, 0.00e+00] [6.67e-06, 4.85e-06, 3.73e-06, 2.57e-06, 2.05e-06, 2.69e-06, 5.25e-06, 1.60e-06, 5.07e-06, 1.11e-06, 2.06e-06, 1.63e-05, 4.70e-07, 1.79e-07, 0.00e+00] []
166000 [2.33e-05, 1.07e-05, 1.33e-05, 1.23e-05, 9.56e-06, 1.01e-05, 7.00e-06, 1.08e-05, 1.78e-05, 5.90e-06, 9.70e-06, 8.53e-05, 3.97e-06, 1.94e-06, 6.45e-08] [2.33e-05, 1.07e-05, 1.33e-05, 1.23e-05, 9.56e-06, 1.01e-05, 7.00e-06, 1.08e-05, 1.78e-05, 5.90e-06, 9.70e-06, 8.53e-05, 3.97e-06, 1.94e-06, 6.45e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.492916 s
Training model...
Step Train loss Test loss Test metric
166000 [2.33e-05, 1.07e-05, 1.33e-05, 1.23e-05, 9.56e-06, 1.01e-05, 7.00e-06, 1.08e-05, 1.78e-05, 5.90e-06, 9.70e-06, 8.53e-05, 3.97e-06, 1.94e-06, 6.45e-08] [2.33e-05, 1.07e-05, 1.33e-05, 1.23e-05, 9.56e-06, 1.01e-05, 7.00e-06, 1.08e-05, 1.78e-05, 5.90e-06, 9.70e-06, 8.53e-05, 3.97e-06, 1.94e-06, 6.45e-08] []
168000 [1.20e-05, 5.08e-06, 7.89e-06, 7.92e-06, 6.71e-06, 3.49e-06, 5.01e-06, 3.58e-06, 7.28e-06, 4.25e-06, 2.67e-06, 3.35e-05, 2.00e-06, 2.89e-07, 8.71e-08] [1.20e-05, 5.08e-06, 7.89e-06, 7.92e-06, 6.71e-06, 3.49e-06, 5.01e-06, 3.58e-06, 7.28e-06, 4.25e-06, 2.67e-06, 3.35e-05, 2.00e-06, 2.89e-07, 8.71e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.530063 s
Training model...
Step Train loss Test loss Test metric
168000 [1.20e-05, 5.08e-06, 7.89e-06, 7.92e-06, 6.71e-06, 3.49e-06, 5.01e-06, 3.58e-06, 7.28e-06, 4.25e-06, 2.67e-06, 3.35e-05, 2.00e-06, 2.89e-07, 8.71e-08] [1.20e-05, 5.08e-06, 7.89e-06, 7.92e-06, 6.71e-06, 3.49e-06, 5.01e-06, 3.58e-06, 7.28e-06, 4.25e-06, 2.67e-06, 3.35e-05, 2.00e-06, 2.89e-07, 8.71e-08] []
170000 [3.30e-05, 1.80e-05, 1.48e-05, 1.32e-05, 2.84e-08, 4.28e-07, 3.45e-05, 1.34e-06, 6.41e-06, 4.75e-06, 4.39e-06, 1.80e-05, 1.06e-06, 0.00e+00, 9.65e-07] [3.30e-05, 1.80e-05, 1.48e-05, 1.32e-05, 2.84e-08, 4.28e-07, 3.45e-05, 1.34e-06, 6.41e-06, 4.75e-06, 4.39e-06, 1.80e-05, 1.06e-06, 0.00e+00, 9.65e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.273460 s
Training model...
Step Train loss Test loss Test metric
170000 [3.30e-05, 1.80e-05, 1.48e-05, 1.32e-05, 2.84e-08, 4.28e-07, 3.45e-05, 1.34e-06, 6.41e-06, 4.75e-06, 4.39e-06, 1.80e-05, 1.06e-06, 0.00e+00, 9.65e-07] [3.30e-05, 1.80e-05, 1.48e-05, 1.32e-05, 2.84e-08, 4.28e-07, 3.45e-05, 1.34e-06, 6.41e-06, 4.75e-06, 4.39e-06, 1.80e-05, 1.06e-06, 0.00e+00, 9.65e-07] []
172000 [1.56e-05, 6.29e-06, 1.23e-05, 1.14e-05, 6.55e-06, 5.40e-07, 6.35e-07, 3.72e-07, 9.24e-07, 8.73e-06, 8.52e-07, 1.60e-05, 4.28e-06, 2.81e-07, 8.55e-08] [1.56e-05, 6.29e-06, 1.23e-05, 1.14e-05, 6.55e-06, 5.40e-07, 6.35e-07, 3.72e-07, 9.24e-07, 8.73e-06, 8.52e-07, 1.60e-05, 4.28e-06, 2.81e-07, 8.55e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.188493 s
Training model...
Step Train loss Test loss Test metric
172000 [1.56e-05, 6.29e-06, 1.23e-05, 1.14e-05, 6.55e-06, 5.40e-07, 6.35e-07, 3.72e-07, 9.24e-07, 8.73e-06, 8.52e-07, 1.60e-05, 4.28e-06, 2.81e-07, 8.55e-08] [1.56e-05, 6.29e-06, 1.23e-05, 1.14e-05, 6.55e-06, 5.40e-07, 6.35e-07, 3.72e-07, 9.24e-07, 8.73e-06, 8.52e-07, 1.60e-05, 4.28e-06, 2.81e-07, 8.55e-08] []
174000 [2.25e-06, 3.67e-06, 2.27e-06, 1.71e-06, 6.49e-07, 1.01e-06, 5.53e-06, 4.99e-07, 1.46e-06, 1.12e-06, 1.46e-06, 7.18e-06, 3.51e-07, 1.07e-07, 0.00e+00] [2.25e-06, 3.67e-06, 2.27e-06, 1.71e-06, 6.49e-07, 1.01e-06, 5.53e-06, 4.99e-07, 1.46e-06, 1.12e-06, 1.46e-06, 7.18e-06, 3.51e-07, 1.07e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.103535 s
Training model...
Step Train loss Test loss Test metric
174000 [2.25e-06, 3.67e-06, 2.27e-06, 1.71e-06, 6.49e-07, 1.01e-06, 5.53e-06, 4.99e-07, 1.46e-06, 1.12e-06, 1.46e-06, 7.18e-06, 3.51e-07, 1.07e-07, 0.00e+00] [2.25e-06, 3.67e-06, 2.27e-06, 1.71e-06, 6.49e-07, 1.01e-06, 5.53e-06, 4.99e-07, 1.46e-06, 1.12e-06, 1.46e-06, 7.18e-06, 3.51e-07, 1.07e-07, 0.00e+00] []
176000 [2.20e-07, 1.58e-06, 9.56e-07, 4.67e-07, 1.35e-08, 6.14e-08, 3.92e-08, 2.82e-08, 1.53e-06, 1.17e-06, 1.35e-06, 1.18e-07, 1.07e-10, 1.11e-08, 1.35e-10] [2.20e-07, 1.58e-06, 9.56e-07, 4.67e-07, 1.35e-08, 6.14e-08, 3.92e-08, 2.82e-08, 1.53e-06, 1.17e-06, 1.35e-06, 1.18e-07, 1.07e-10, 1.11e-08, 1.35e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.078139 s
Training model...
Step Train loss Test loss Test metric
176000 [2.20e-07, 1.58e-06, 9.56e-07, 4.67e-07, 1.35e-08, 6.14e-08, 3.92e-08, 2.82e-08, 1.53e-06, 1.17e-06, 1.35e-06, 1.18e-07, 1.07e-10, 1.11e-08, 1.35e-10] [2.20e-07, 1.58e-06, 9.56e-07, 4.67e-07, 1.35e-08, 6.14e-08, 3.92e-08, 2.82e-08, 1.53e-06, 1.17e-06, 1.35e-06, 1.18e-07, 1.07e-10, 1.11e-08, 1.35e-10] []
178000 [3.61e-06, 3.05e-06, 6.97e-06, 2.67e-06, 2.30e-06, 6.65e-06, 1.49e-05, 1.80e-06, 6.92e-06, 3.16e-06, 1.35e-05, 4.80e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.61e-06, 3.05e-06, 6.97e-06, 2.67e-06, 2.30e-06, 6.65e-06, 1.49e-05, 1.80e-06, 6.92e-06, 3.16e-06, 1.35e-05, 4.80e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.680660 s
Training model...
Step Train loss Test loss Test metric
178000 [3.61e-06, 3.05e-06, 6.97e-06, 2.67e-06, 2.30e-06, 6.65e-06, 1.49e-05, 1.80e-06, 6.92e-06, 3.16e-06, 1.35e-05, 4.80e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.61e-06, 3.05e-06, 6.97e-06, 2.67e-06, 2.30e-06, 6.65e-06, 1.49e-05, 1.80e-06, 6.92e-06, 3.16e-06, 1.35e-05, 4.80e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
180000 [7.10e-06, 4.22e-06, 5.62e-06, 4.93e-06, 3.95e-06, 1.28e-06, 2.03e-06, 8.25e-07, 1.43e-06, 3.87e-06, 1.12e-06, 1.33e-05, 1.77e-06, 2.72e-07, 2.18e-08] [7.10e-06, 4.22e-06, 5.62e-06, 4.93e-06, 3.95e-06, 1.28e-06, 2.03e-06, 8.25e-07, 1.43e-06, 3.87e-06, 1.12e-06, 1.33e-05, 1.77e-06, 2.72e-07, 2.18e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.243766 s
Training model...
Step Train loss Test loss Test metric
180000 [7.10e-06, 4.22e-06, 5.62e-06, 4.93e-06, 3.95e-06, 1.28e-06, 2.03e-06, 8.25e-07, 1.43e-06, 3.87e-06, 1.12e-06, 1.33e-05, 1.77e-06, 2.72e-07, 2.18e-08] [7.10e-06, 4.22e-06, 5.62e-06, 4.93e-06, 3.95e-06, 1.28e-06, 2.03e-06, 8.25e-07, 1.43e-06, 3.87e-06, 1.12e-06, 1.33e-05, 1.77e-06, 2.72e-07, 2.18e-08] []
182000 [6.78e-07, 2.51e-06, 2.42e-06, 4.51e-07, 1.90e-07, 4.91e-07, 1.37e-09, 2.80e-08, 2.84e-06, 1.35e-06, 5.39e-06, 6.58e-06, 0.00e+00, 0.00e+00, 4.10e-12] [6.78e-07, 2.51e-06, 2.42e-06, 4.51e-07, 1.90e-07, 4.91e-07, 1.37e-09, 2.80e-08, 2.84e-06, 1.35e-06, 5.39e-06, 6.58e-06, 0.00e+00, 0.00e+00, 4.10e-12] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.562485 s
Training model...
Step Train loss Test loss Test metric
182000 [6.78e-07, 2.51e-06, 2.42e-06, 4.51e-07, 1.90e-07, 4.91e-07, 1.37e-09, 2.80e-08, 2.84e-06, 1.35e-06, 5.39e-06, 6.58e-06, 0.00e+00, 0.00e+00, 4.10e-12] [6.78e-07, 2.51e-06, 2.42e-06, 4.51e-07, 1.90e-07, 4.91e-07, 1.37e-09, 2.80e-08, 2.84e-06, 1.35e-06, 5.39e-06, 6.58e-06, 0.00e+00, 0.00e+00, 4.10e-12] []
184000 [1.59e-06, 1.91e-06, 2.96e-06, 1.01e-06, 7.39e-07, 1.39e-07, 5.50e-07, 2.97e-07, 5.13e-07, 1.67e-06, 5.96e-07, 2.96e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.59e-06, 1.91e-06, 2.96e-06, 1.01e-06, 7.39e-07, 1.39e-07, 5.50e-07, 2.97e-07, 5.13e-07, 1.67e-06, 5.96e-07, 2.96e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.058840 s
Training model...
Step Train loss Test loss Test metric
184000 [1.59e-06, 1.91e-06, 2.96e-06, 1.01e-06, 7.39e-07, 1.39e-07, 5.50e-07, 2.97e-07, 5.13e-07, 1.67e-06, 5.96e-07, 2.96e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.59e-06, 1.91e-06, 2.96e-06, 1.01e-06, 7.39e-07, 1.39e-07, 5.50e-07, 2.97e-07, 5.13e-07, 1.67e-06, 5.96e-07, 2.96e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
186000 [2.41e-05, 5.92e-06, 1.93e-05, 1.13e-05, 1.90e-05, 2.48e-05, 1.36e-05, 2.12e-06, 2.91e-06, 1.29e-05, 2.13e-05, 7.00e-05, 0.00e+00, 0.00e+00, 1.44e-07] [2.41e-05, 5.92e-06, 1.93e-05, 1.13e-05, 1.90e-05, 2.48e-05, 1.36e-05, 2.12e-06, 2.91e-06, 1.29e-05, 2.13e-05, 7.00e-05, 0.00e+00, 0.00e+00, 1.44e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.188797 s
Training model...
Step Train loss Test loss Test metric
186000 [2.41e-05, 5.92e-06, 1.93e-05, 1.13e-05, 1.90e-05, 2.48e-05, 1.36e-05, 2.12e-06, 2.91e-06, 1.29e-05, 2.13e-05, 7.00e-05, 0.00e+00, 0.00e+00, 1.44e-07] [2.41e-05, 5.92e-06, 1.93e-05, 1.13e-05, 1.90e-05, 2.48e-05, 1.36e-05, 2.12e-06, 2.91e-06, 1.29e-05, 2.13e-05, 7.00e-05, 0.00e+00, 0.00e+00, 1.44e-07] []
188000 [1.24e-06, 3.72e-06, 2.13e-06, 1.30e-06, 4.22e-08, 6.13e-06, 3.40e-06, 5.42e-06, 2.79e-06, 1.80e-06, 4.76e-06, 1.41e-05, 4.24e-07, 1.07e-06, 2.82e-08] [1.24e-06, 3.72e-06, 2.13e-06, 1.30e-06, 4.22e-08, 6.13e-06, 3.40e-06, 5.42e-06, 2.79e-06, 1.80e-06, 4.76e-06, 1.41e-05, 4.24e-07, 1.07e-06, 2.82e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.542418 s
Training model...
Step Train loss Test loss Test metric
188000 [1.24e-06, 3.72e-06, 2.13e-06, 1.30e-06, 4.22e-08, 6.13e-06, 3.40e-06, 5.42e-06, 2.79e-06, 1.80e-06, 4.76e-06, 1.41e-05, 4.24e-07, 1.07e-06, 2.82e-08] [1.24e-06, 3.72e-06, 2.13e-06, 1.30e-06, 4.22e-08, 6.13e-06, 3.40e-06, 5.42e-06, 2.79e-06, 1.80e-06, 4.76e-06, 1.41e-05, 4.24e-07, 1.07e-06, 2.82e-08] []
190000 [4.48e-07, 1.86e-06, 9.09e-07, 6.28e-07, 1.45e-07, 3.82e-09, 5.58e-09, 6.25e-08, 2.21e-06, 4.00e-07, 3.00e-06, 2.95e-07, 3.61e-08, 1.87e-10, 0.00e+00] [4.48e-07, 1.86e-06, 9.09e-07, 6.28e-07, 1.45e-07, 3.82e-09, 5.58e-09, 6.25e-08, 2.21e-06, 4.00e-07, 3.00e-06, 2.95e-07, 3.61e-08, 1.87e-10, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.630365 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
190000 [4.48e-07, 1.86e-06, 9.09e-07, 6.28e-07, 1.45e-07, 3.82e-09, 5.58e-09, 6.25e-08, 2.21e-06, 4.00e-07, 3.00e-06, 2.95e-07, 3.61e-08, 1.87e-10, 0.00e+00] [4.48e-07, 1.86e-06, 9.09e-07, 6.28e-07, 1.45e-07, 3.82e-09, 5.58e-09, 6.25e-08, 2.21e-06, 4.00e-07, 3.00e-06, 2.95e-07, 3.61e-08, 1.87e-10, 0.00e+00] []
192000 [1.93e-06, 2.85e-06, 1.51e-06, 1.78e-06, 1.08e-06, 2.65e-07, 1.66e-08, 5.87e-07, 3.08e-06, 7.00e-07, 1.93e-06, 5.09e-06, 2.25e-07, 4.30e-08, 4.67e-11] [1.93e-06, 2.85e-06, 1.51e-06, 1.78e-06, 1.08e-06, 2.65e-07, 1.66e-08, 5.87e-07, 3.08e-06, 7.00e-07, 1.93e-06, 5.09e-06, 2.25e-07, 4.30e-08, 4.67e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.433045 s
Training model...
Step Train loss Test loss Test metric
192000 [1.93e-06, 2.85e-06, 1.51e-06, 1.78e-06, 1.08e-06, 2.65e-07, 1.66e-08, 5.87e-07, 3.08e-06, 7.00e-07, 1.93e-06, 5.09e-06, 2.25e-07, 4.30e-08, 4.67e-11] [1.93e-06, 2.85e-06, 1.51e-06, 1.78e-06, 1.08e-06, 2.65e-07, 1.66e-08, 5.87e-07, 3.08e-06, 7.00e-07, 1.93e-06, 5.09e-06, 2.25e-07, 4.30e-08, 4.67e-11] []
194000 [2.32e-06, 4.43e-06, 1.87e-06, 1.11e-06, 4.10e-07, 5.76e-07, 1.16e-06, 2.54e-07, 5.11e-07, 9.55e-07, 1.15e-06, 2.37e-06, 1.22e-07, 4.97e-08, 0.00e+00] [2.32e-06, 4.43e-06, 1.87e-06, 1.11e-06, 4.10e-07, 5.76e-07, 1.16e-06, 2.54e-07, 5.11e-07, 9.55e-07, 1.15e-06, 2.37e-06, 1.22e-07, 4.97e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.150244 s
Training model...
Step Train loss Test loss Test metric
194000 [2.32e-06, 4.43e-06, 1.87e-06, 1.11e-06, 4.10e-07, 5.76e-07, 1.16e-06, 2.54e-07, 5.11e-07, 9.55e-07, 1.15e-06, 2.37e-06, 1.22e-07, 4.97e-08, 0.00e+00] [2.32e-06, 4.43e-06, 1.87e-06, 1.11e-06, 4.10e-07, 5.76e-07, 1.16e-06, 2.54e-07, 5.11e-07, 9.55e-07, 1.15e-06, 2.37e-06, 1.22e-07, 4.97e-08, 0.00e+00] []
196000 [4.48e-06, 6.89e-06, 7.18e-06, 7.11e-06, 6.59e-06, 6.53e-06, 2.21e-05, 2.98e-06, 9.55e-06, 1.46e-05, 1.11e-05, 6.88e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.48e-06, 6.89e-06, 7.18e-06, 7.11e-06, 6.59e-06, 6.53e-06, 2.21e-05, 2.98e-06, 9.55e-06, 1.46e-05, 1.11e-05, 6.88e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.340048 s
Training model...
Step Train loss Test loss Test metric
196000 [4.48e-06, 6.89e-06, 7.18e-06, 7.11e-06, 6.59e-06, 6.53e-06, 2.21e-05, 2.98e-06, 9.55e-06, 1.46e-05, 1.11e-05, 6.88e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.48e-06, 6.89e-06, 7.18e-06, 7.11e-06, 6.59e-06, 6.53e-06, 2.21e-05, 2.98e-06, 9.55e-06, 1.46e-05, 1.11e-05, 6.88e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
198000 [3.76e-06, 1.80e-06, 4.62e-06, 9.89e-07, 2.04e-06, 3.49e-07, 3.63e-07, 2.62e-06, 1.20e-05, 3.45e-06, 7.27e-06, 6.10e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.76e-06, 1.80e-06, 4.62e-06, 9.89e-07, 2.04e-06, 3.49e-07, 3.63e-07, 2.62e-06, 1.20e-05, 3.45e-06, 7.27e-06, 6.10e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.265455 s
Training model...
Step Train loss Test loss Test metric
198000 [3.76e-06, 1.80e-06, 4.62e-06, 9.89e-07, 2.04e-06, 3.49e-07, 3.63e-07, 2.62e-06, 1.20e-05, 3.45e-06, 7.27e-06, 6.10e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.76e-06, 1.80e-06, 4.62e-06, 9.89e-07, 2.04e-06, 3.49e-07, 3.63e-07, 2.62e-06, 1.20e-05, 3.45e-06, 7.27e-06, 6.10e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
200000 [3.77e-06, 5.89e-06, 6.80e-06, 2.89e-06, 1.14e-07, 1.35e-06, 3.19e-05, 2.18e-06, 2.01e-06, 6.48e-06, 4.04e-06, 4.14e-06, 0.00e+00, 0.00e+00, 4.33e-07] [3.77e-06, 5.89e-06, 6.80e-06, 2.89e-06, 1.14e-07, 1.35e-06, 3.19e-05, 2.18e-06, 2.01e-06, 6.48e-06, 4.04e-06, 4.14e-06, 0.00e+00, 0.00e+00, 4.33e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.855080 s
Training model...
Step Train loss Test loss Test metric
200000 [3.77e-06, 5.89e-06, 6.80e-06, 2.89e-06, 1.14e-07, 1.35e-06, 3.19e-05, 2.18e-06, 2.01e-06, 6.48e-06, 4.04e-06, 4.14e-06, 0.00e+00, 0.00e+00, 4.33e-07] [3.77e-06, 5.89e-06, 6.80e-06, 2.89e-06, 1.14e-07, 1.35e-06, 3.19e-05, 2.18e-06, 2.01e-06, 6.48e-06, 4.04e-06, 4.14e-06, 0.00e+00, 0.00e+00, 4.33e-07] []
202000 [2.06e-07, 1.79e-06, 1.33e-06, 2.81e-07, 2.74e-08, 1.74e-07, 4.94e-08, 1.32e-07, 1.69e-06, 9.43e-07, 1.83e-06, 4.91e-07, 0.00e+00, 2.05e-08, 0.00e+00] [2.06e-07, 1.79e-06, 1.33e-06, 2.81e-07, 2.74e-08, 1.74e-07, 4.94e-08, 1.32e-07, 1.69e-06, 9.43e-07, 1.83e-06, 4.91e-07, 0.00e+00, 2.05e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.760626 s
Training model...
Step Train loss Test loss Test metric
202000 [2.06e-07, 1.79e-06, 1.33e-06, 2.81e-07, 2.74e-08, 1.74e-07, 4.94e-08, 1.32e-07, 1.69e-06, 9.43e-07, 1.83e-06, 4.91e-07, 0.00e+00, 2.05e-08, 0.00e+00] [2.06e-07, 1.79e-06, 1.33e-06, 2.81e-07, 2.74e-08, 1.74e-07, 4.94e-08, 1.32e-07, 1.69e-06, 9.43e-07, 1.83e-06, 4.91e-07, 0.00e+00, 2.05e-08, 0.00e+00] []
204000 [1.66e-06, 2.13e-06, 1.55e-06, 7.10e-07, 2.81e-08, 5.71e-10, 1.63e-09, 3.44e-09, 3.23e-07, 3.74e-07, 3.78e-07, 2.52e-07, 1.81e-09, 1.57e-09, 0.00e+00] [1.66e-06, 2.13e-06, 1.55e-06, 7.10e-07, 2.81e-08, 5.71e-10, 1.63e-09, 3.44e-09, 3.23e-07, 3.74e-07, 3.78e-07, 2.52e-07, 1.81e-09, 1.57e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.501536 s
Training model...
Step Train loss Test loss Test metric
204000 [1.66e-06, 2.13e-06, 1.55e-06, 7.10e-07, 2.81e-08, 5.71e-10, 1.63e-09, 3.44e-09, 3.23e-07, 3.74e-07, 3.78e-07, 2.52e-07, 1.81e-09, 1.57e-09, 0.00e+00] [1.66e-06, 2.13e-06, 1.55e-06, 7.10e-07, 2.81e-08, 5.71e-10, 1.63e-09, 3.44e-09, 3.23e-07, 3.74e-07, 3.78e-07, 2.52e-07, 1.81e-09, 1.57e-09, 0.00e+00] []
206000 [1.25e-05, 5.03e-06, 8.72e-06, 6.94e-06, 6.40e-06, 1.83e-06, 2.43e-07, 1.67e-06, 3.83e-06, 6.50e-06, 1.86e-06, 2.82e-05, 2.59e-06, 3.91e-07, 1.61e-09] [1.25e-05, 5.03e-06, 8.72e-06, 6.94e-06, 6.40e-06, 1.83e-06, 2.43e-07, 1.67e-06, 3.83e-06, 6.50e-06, 1.86e-06, 2.82e-05, 2.59e-06, 3.91e-07, 1.61e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.387345 s
Training model...
Step Train loss Test loss Test metric
206000 [1.25e-05, 5.03e-06, 8.72e-06, 6.94e-06, 6.40e-06, 1.83e-06, 2.43e-07, 1.67e-06, 3.83e-06, 6.50e-06, 1.86e-06, 2.82e-05, 2.59e-06, 3.91e-07, 1.61e-09] [1.25e-05, 5.03e-06, 8.72e-06, 6.94e-06, 6.40e-06, 1.83e-06, 2.43e-07, 1.67e-06, 3.83e-06, 6.50e-06, 1.86e-06, 2.82e-05, 2.59e-06, 3.91e-07, 1.61e-09] []
208000 [2.13e-05, 4.02e-06, 1.88e-05, 8.42e-06, 1.06e-05, 6.06e-06, 4.23e-06, 4.55e-06, 5.52e-06, 1.25e-05, 7.69e-06, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.13e-05, 4.02e-06, 1.88e-05, 8.42e-06, 1.06e-05, 6.06e-06, 4.23e-06, 4.55e-06, 5.52e-06, 1.25e-05, 7.69e-06, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.326926 s
Training model...
Step Train loss Test loss Test metric
208000 [2.13e-05, 4.02e-06, 1.88e-05, 8.42e-06, 1.06e-05, 6.06e-06, 4.23e-06, 4.55e-06, 5.52e-06, 1.25e-05, 7.69e-06, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.13e-05, 4.02e-06, 1.88e-05, 8.42e-06, 1.06e-05, 6.06e-06, 4.23e-06, 4.55e-06, 5.52e-06, 1.25e-05, 7.69e-06, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
210000 [5.77e-06, 3.82e-06, 4.93e-06, 5.41e-06, 2.30e-06, 5.80e-07, 2.79e-10, 5.95e-07, 2.81e-06, 1.50e-06, 1.58e-06, 8.45e-06, 5.85e-07, 8.37e-08, 2.44e-11] [5.77e-06, 3.82e-06, 4.93e-06, 5.41e-06, 2.30e-06, 5.80e-07, 2.79e-10, 5.95e-07, 2.81e-06, 1.50e-06, 1.58e-06, 8.45e-06, 5.85e-07, 8.37e-08, 2.44e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.574361 s
Training model...
Step Train loss Test loss Test metric
210000 [5.77e-06, 3.82e-06, 4.93e-06, 5.41e-06, 2.30e-06, 5.80e-07, 2.79e-10, 5.95e-07, 2.81e-06, 1.50e-06, 1.58e-06, 8.45e-06, 5.85e-07, 8.37e-08, 2.44e-11] [5.77e-06, 3.82e-06, 4.93e-06, 5.41e-06, 2.30e-06, 5.80e-07, 2.79e-10, 5.95e-07, 2.81e-06, 1.50e-06, 1.58e-06, 8.45e-06, 5.85e-07, 8.37e-08, 2.44e-11] []
212000 [7.33e-06, 6.87e-06, 4.18e-06, 3.89e-06, 1.91e-06, 1.58e-06, 2.93e-06, 6.88e-07, 8.42e-06, 1.74e-06, 3.96e-06, 2.42e-05, 7.11e-07, 5.09e-08, 4.15e-08] [7.33e-06, 6.87e-06, 4.18e-06, 3.89e-06, 1.91e-06, 1.58e-06, 2.93e-06, 6.88e-07, 8.42e-06, 1.74e-06, 3.96e-06, 2.42e-05, 7.11e-07, 5.09e-08, 4.15e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.677551 s
Training model...
Step Train loss Test loss Test metric
212000 [7.33e-06, 6.87e-06, 4.18e-06, 3.89e-06, 1.91e-06, 1.58e-06, 2.93e-06, 6.88e-07, 8.42e-06, 1.74e-06, 3.96e-06, 2.42e-05, 7.11e-07, 5.09e-08, 4.15e-08] [7.33e-06, 6.87e-06, 4.18e-06, 3.89e-06, 1.91e-06, 1.58e-06, 2.93e-06, 6.88e-07, 8.42e-06, 1.74e-06, 3.96e-06, 2.42e-05, 7.11e-07, 5.09e-08, 4.15e-08] []
214000 [6.65e-06, 3.93e-06, 4.26e-06, 4.60e-06, 3.86e-06, 2.30e-06, 1.56e-06, 9.94e-07, 2.52e-06, 2.81e-06, 1.81e-06, 1.61e-05, 1.14e-06, 2.29e-07, 1.34e-08] [6.65e-06, 3.93e-06, 4.26e-06, 4.60e-06, 3.86e-06, 2.30e-06, 1.56e-06, 9.94e-07, 2.52e-06, 2.81e-06, 1.81e-06, 1.61e-05, 1.14e-06, 2.29e-07, 1.34e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.709904 s
Training model...
Step Train loss Test loss Test metric
214000 [6.65e-06, 3.93e-06, 4.26e-06, 4.60e-06, 3.86e-06, 2.30e-06, 1.56e-06, 9.94e-07, 2.52e-06, 2.81e-06, 1.81e-06, 1.61e-05, 1.14e-06, 2.29e-07, 1.34e-08] [6.65e-06, 3.93e-06, 4.26e-06, 4.60e-06, 3.86e-06, 2.30e-06, 1.56e-06, 9.94e-07, 2.52e-06, 2.81e-06, 1.81e-06, 1.61e-05, 1.14e-06, 2.29e-07, 1.34e-08] []
216000 [4.66e-06, 3.83e-06, 4.76e-06, 2.41e-06, 1.13e-06, 8.18e-06, 3.15e-05, 1.23e-05, 4.65e-06, 4.30e-06, 9.09e-06, 3.26e-05, 0.00e+00, 0.00e+00, 1.08e-06] [4.66e-06, 3.83e-06, 4.76e-06, 2.41e-06, 1.13e-06, 8.18e-06, 3.15e-05, 1.23e-05, 4.65e-06, 4.30e-06, 9.09e-06, 3.26e-05, 0.00e+00, 0.00e+00, 1.08e-06] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.650501 s
Training model...
Step Train loss Test loss Test metric
216000 [4.66e-06, 3.83e-06, 4.76e-06, 2.41e-06, 1.13e-06, 8.18e-06, 3.15e-05, 1.23e-05, 4.65e-06, 4.30e-06, 9.09e-06, 3.26e-05, 0.00e+00, 0.00e+00, 1.08e-06] [4.66e-06, 3.83e-06, 4.76e-06, 2.41e-06, 1.13e-06, 8.18e-06, 3.15e-05, 1.23e-05, 4.65e-06, 4.30e-06, 9.09e-06, 3.26e-05, 0.00e+00, 0.00e+00, 1.08e-06] []
218000 [3.29e-06, 5.45e-06, 4.32e-06, 2.16e-06, 2.80e-08, 9.22e-08, 1.06e-05, 2.73e-09, 6.71e-07, 1.93e-06, 2.40e-06, 5.77e-06, 4.06e-07, 1.42e-08, 0.00e+00] [3.29e-06, 5.45e-06, 4.32e-06, 2.16e-06, 2.80e-08, 9.22e-08, 1.06e-05, 2.73e-09, 6.71e-07, 1.93e-06, 2.40e-06, 5.77e-06, 4.06e-07, 1.42e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.163579 s
Training model...
Step Train loss Test loss Test metric
218000 [3.29e-06, 5.45e-06, 4.32e-06, 2.16e-06, 2.80e-08, 9.22e-08, 1.06e-05, 2.73e-09, 6.71e-07, 1.93e-06, 2.40e-06, 5.77e-06, 4.06e-07, 1.42e-08, 0.00e+00] [3.29e-06, 5.45e-06, 4.32e-06, 2.16e-06, 2.80e-08, 9.22e-08, 1.06e-05, 2.73e-09, 6.71e-07, 1.93e-06, 2.40e-06, 5.77e-06, 4.06e-07, 1.42e-08, 0.00e+00] []
220000 [2.04e-06, 1.33e-06, 2.99e-06, 6.89e-07, 1.11e-06, 6.99e-07, 1.44e-07, 2.37e-07, 2.83e-07, 1.10e-06, 1.05e-06, 2.97e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.04e-06, 1.33e-06, 2.99e-06, 6.89e-07, 1.11e-06, 6.99e-07, 1.44e-07, 2.37e-07, 2.83e-07, 1.10e-06, 1.05e-06, 2.97e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.014001 s
Training model...
Step Train loss Test loss Test metric
220000 [2.04e-06, 1.33e-06, 2.99e-06, 6.89e-07, 1.11e-06, 6.99e-07, 1.44e-07, 2.37e-07, 2.83e-07, 1.10e-06, 1.05e-06, 2.97e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.04e-06, 1.33e-06, 2.99e-06, 6.89e-07, 1.11e-06, 6.99e-07, 1.44e-07, 2.37e-07, 2.83e-07, 1.10e-06, 1.05e-06, 2.97e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
222000 [1.34e-06, 2.09e-06, 1.06e-06, 9.92e-07, 6.52e-07, 1.01e-07, 1.56e-10, 5.42e-08, 2.40e-07, 1.25e-06, 5.07e-07, 1.66e-06, 2.29e-07, 1.23e-08, 4.28e-13] [1.34e-06, 2.09e-06, 1.06e-06, 9.92e-07, 6.52e-07, 1.01e-07, 1.56e-10, 5.42e-08, 2.40e-07, 1.25e-06, 5.07e-07, 1.66e-06, 2.29e-07, 1.23e-08, 4.28e-13] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.000116 s
Training model...
Step Train loss Test loss Test metric
222000 [1.34e-06, 2.09e-06, 1.06e-06, 9.92e-07, 6.52e-07, 1.01e-07, 1.56e-10, 5.42e-08, 2.40e-07, 1.25e-06, 5.07e-07, 1.66e-06, 2.29e-07, 1.23e-08, 4.28e-13] [1.34e-06, 2.09e-06, 1.06e-06, 9.92e-07, 6.52e-07, 1.01e-07, 1.56e-10, 5.42e-08, 2.40e-07, 1.25e-06, 5.07e-07, 1.66e-06, 2.29e-07, 1.23e-08, 4.28e-13] []
224000 [8.72e-06, 2.28e-06, 6.95e-06, 1.99e-06, 5.29e-06, 8.31e-06, 2.57e-06, 1.36e-06, 1.27e-06, 4.06e-06, 6.18e-06, 2.20e-05, 0.00e+00, 0.00e+00, 2.71e-08] [8.72e-06, 2.28e-06, 6.95e-06, 1.99e-06, 5.29e-06, 8.31e-06, 2.57e-06, 1.36e-06, 1.27e-06, 4.06e-06, 6.18e-06, 2.20e-05, 0.00e+00, 0.00e+00, 2.71e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.627023 s
Training model...
Step Train loss Test loss Test metric
224000 [8.72e-06, 2.28e-06, 6.95e-06, 1.99e-06, 5.29e-06, 8.31e-06, 2.57e-06, 1.36e-06, 1.27e-06, 4.06e-06, 6.18e-06, 2.20e-05, 0.00e+00, 0.00e+00, 2.71e-08] [8.72e-06, 2.28e-06, 6.95e-06, 1.99e-06, 5.29e-06, 8.31e-06, 2.57e-06, 1.36e-06, 1.27e-06, 4.06e-06, 6.18e-06, 2.20e-05, 0.00e+00, 0.00e+00, 2.71e-08] []
226000 [4.71e-07, 1.55e-06, 1.28e-06, 4.77e-07, 1.91e-08, 2.97e-07, 4.43e-07, 4.26e-10, 8.52e-07, 1.29e-06, 1.18e-06, 1.75e-07, 0.00e+00, 5.05e-08, 0.00e+00] [4.71e-07, 1.55e-06, 1.28e-06, 4.77e-07, 1.91e-08, 2.97e-07, 4.43e-07, 4.26e-10, 8.52e-07, 1.29e-06, 1.18e-06, 1.75e-07, 0.00e+00, 5.05e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.468711 s
Training model...
Step Train loss Test loss Test metric
226000 [4.71e-07, 1.55e-06, 1.28e-06, 4.77e-07, 1.91e-08, 2.97e-07, 4.43e-07, 4.26e-10, 8.52e-07, 1.29e-06, 1.18e-06, 1.75e-07, 0.00e+00, 5.05e-08, 0.00e+00] [4.71e-07, 1.55e-06, 1.28e-06, 4.77e-07, 1.91e-08, 2.97e-07, 4.43e-07, 4.26e-10, 8.52e-07, 1.29e-06, 1.18e-06, 1.75e-07, 0.00e+00, 5.05e-08, 0.00e+00] []
228000 [9.90e-06, 2.89e-06, 9.66e-06, 3.47e-06, 5.45e-06, 8.79e-07, 2.65e-06, 1.34e-08, 9.08e-07, 4.84e-06, 1.80e-06, 7.68e-06, 0.00e+00, 0.00e+00, 2.15e-08] [9.90e-06, 2.89e-06, 9.66e-06, 3.47e-06, 5.45e-06, 8.79e-07, 2.65e-06, 1.34e-08, 9.08e-07, 4.84e-06, 1.80e-06, 7.68e-06, 0.00e+00, 0.00e+00, 2.15e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.080800 s
Training model...
Step Train loss Test loss Test metric
228000 [9.90e-06, 2.89e-06, 9.66e-06, 3.47e-06, 5.45e-06, 8.79e-07, 2.65e-06, 1.34e-08, 9.08e-07, 4.84e-06, 1.80e-06, 7.68e-06, 0.00e+00, 0.00e+00, 2.15e-08] [9.90e-06, 2.89e-06, 9.66e-06, 3.47e-06, 5.45e-06, 8.79e-07, 2.65e-06, 1.34e-08, 9.08e-07, 4.84e-06, 1.80e-06, 7.68e-06, 0.00e+00, 0.00e+00, 2.15e-08] []
230000 [1.14e-05, 9.88e-06, 8.83e-06, 4.56e-06, 5.08e-06, 7.68e-06, 1.07e-05, 4.75e-06, 1.07e-05, 5.41e-06, 1.42e-05, 4.77e-05, 1.95e-06, 2.31e-06, 0.00e+00] [1.14e-05, 9.88e-06, 8.83e-06, 4.56e-06, 5.08e-06, 7.68e-06, 1.07e-05, 4.75e-06, 1.07e-05, 5.41e-06, 1.42e-05, 4.77e-05, 1.95e-06, 2.31e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.604896 s
Training model...
Step Train loss Test loss Test metric
230000 [1.14e-05, 9.88e-06, 8.83e-06, 4.56e-06, 5.08e-06, 7.68e-06, 1.07e-05, 4.75e-06, 1.07e-05, 5.41e-06, 1.42e-05, 4.77e-05, 1.95e-06, 2.31e-06, 0.00e+00] [1.14e-05, 9.88e-06, 8.83e-06, 4.56e-06, 5.08e-06, 7.68e-06, 1.07e-05, 4.75e-06, 1.07e-05, 5.41e-06, 1.42e-05, 4.77e-05, 1.95e-06, 2.31e-06, 0.00e+00] []
232000 [1.62e-05, 2.13e-06, 1.27e-05, 4.22e-06, 7.36e-06, 4.61e-06, 5.20e-06, 2.48e-06, 1.87e-06, 4.34e-06, 2.84e-06, 2.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.62e-05, 2.13e-06, 1.27e-05, 4.22e-06, 7.36e-06, 4.61e-06, 5.20e-06, 2.48e-06, 1.87e-06, 4.34e-06, 2.84e-06, 2.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.483593 s
Training model...
Step Train loss Test loss Test metric
232000 [1.62e-05, 2.13e-06, 1.27e-05, 4.22e-06, 7.36e-06, 4.61e-06, 5.20e-06, 2.48e-06, 1.87e-06, 4.34e-06, 2.84e-06, 2.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.62e-05, 2.13e-06, 1.27e-05, 4.22e-06, 7.36e-06, 4.61e-06, 5.20e-06, 2.48e-06, 1.87e-06, 4.34e-06, 2.84e-06, 2.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
234000 [9.47e-05, 1.34e-05, 6.30e-05, 2.93e-05, 3.79e-05, 1.84e-05, 1.35e-05, 1.09e-05, 2.67e-05, 4.29e-05, 2.01e-05, 2.32e-04, 0.00e+00, 0.00e+00, 0.00e+00] [9.47e-05, 1.34e-05, 6.30e-05, 2.93e-05, 3.79e-05, 1.84e-05, 1.35e-05, 1.09e-05, 2.67e-05, 4.29e-05, 2.01e-05, 2.32e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.931684 s
Training model...
Step Train loss Test loss Test metric
234000 [9.47e-05, 1.34e-05, 6.30e-05, 2.93e-05, 3.79e-05, 1.84e-05, 1.35e-05, 1.09e-05, 2.67e-05, 4.29e-05, 2.01e-05, 2.32e-04, 0.00e+00, 0.00e+00, 0.00e+00] [9.47e-05, 1.34e-05, 6.30e-05, 2.93e-05, 3.79e-05, 1.84e-05, 1.35e-05, 1.09e-05, 2.67e-05, 4.29e-05, 2.01e-05, 2.32e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
236000 [1.85e-06, 3.66e-06, 2.73e-06, 1.80e-06, 4.19e-08, 5.74e-08, 5.69e-06, 1.24e-07, 1.27e-05, 1.07e-06, 9.04e-06, 4.26e-07, 0.00e+00, 0.00e+00, 1.30e-07] [1.85e-06, 3.66e-06, 2.73e-06, 1.80e-06, 4.19e-08, 5.74e-08, 5.69e-06, 1.24e-07, 1.27e-05, 1.07e-06, 9.04e-06, 4.26e-07, 0.00e+00, 0.00e+00, 1.30e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.339482 s
Training model...
Step Train loss Test loss Test metric
236000 [1.85e-06, 3.66e-06, 2.73e-06, 1.80e-06, 4.19e-08, 5.74e-08, 5.69e-06, 1.24e-07, 1.27e-05, 1.07e-06, 9.04e-06, 4.26e-07, 0.00e+00, 0.00e+00, 1.30e-07] [1.85e-06, 3.66e-06, 2.73e-06, 1.80e-06, 4.19e-08, 5.74e-08, 5.69e-06, 1.24e-07, 1.27e-05, 1.07e-06, 9.04e-06, 4.26e-07, 0.00e+00, 0.00e+00, 1.30e-07] []
238000 [3.15e-06, 4.69e-06, 2.88e-06, 1.45e-06, 1.04e-06, 5.10e-07, 7.64e-09, 4.21e-07, 9.43e-07, 1.83e-06, 1.19e-06, 4.77e-06, 2.97e-07, 8.04e-08, 1.11e-10] [3.15e-06, 4.69e-06, 2.88e-06, 1.45e-06, 1.04e-06, 5.10e-07, 7.64e-09, 4.21e-07, 9.43e-07, 1.83e-06, 1.19e-06, 4.77e-06, 2.97e-07, 8.04e-08, 1.11e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.906192 s
Training model...
Step Train loss Test loss Test metric
238000 [3.15e-06, 4.69e-06, 2.88e-06, 1.45e-06, 1.04e-06, 5.10e-07, 7.64e-09, 4.21e-07, 9.43e-07, 1.83e-06, 1.19e-06, 4.77e-06, 2.97e-07, 8.04e-08, 1.11e-10] [3.15e-06, 4.69e-06, 2.88e-06, 1.45e-06, 1.04e-06, 5.10e-07, 7.64e-09, 4.21e-07, 9.43e-07, 1.83e-06, 1.19e-06, 4.77e-06, 2.97e-07, 8.04e-08, 1.11e-10] []
240000 [9.37e-06, 9.22e-06, 7.53e-06, 2.28e-06, 3.05e-06, 9.01e-06, 2.35e-06, 5.34e-06, 7.86e-06, 1.80e-05, 8.05e-06, 6.09e-05, 0.00e+00, 0.00e+00, 2.07e-08] [9.37e-06, 9.22e-06, 7.53e-06, 2.28e-06, 3.05e-06, 9.01e-06, 2.35e-06, 5.34e-06, 7.86e-06, 1.80e-05, 8.05e-06, 6.09e-05, 0.00e+00, 0.00e+00, 2.07e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.671926 s
Training model...
Step Train loss Test loss Test metric
240000 [9.37e-06, 9.22e-06, 7.53e-06, 2.28e-06, 3.05e-06, 9.01e-06, 2.35e-06, 5.34e-06, 7.86e-06, 1.80e-05, 8.05e-06, 6.09e-05, 0.00e+00, 0.00e+00, 2.07e-08] [9.37e-06, 9.22e-06, 7.53e-06, 2.28e-06, 3.05e-06, 9.01e-06, 2.35e-06, 5.34e-06, 7.86e-06, 1.80e-05, 8.05e-06, 6.09e-05, 0.00e+00, 0.00e+00, 2.07e-08] []
242000 [3.57e-05, 1.51e-05, 2.54e-05, 2.34e-05, 5.65e-06, 6.55e-05, 1.36e-06, 5.72e-05, 1.08e-04, 1.44e-05, 6.33e-05, 4.23e-04, 1.25e-05, 1.01e-05, 1.58e-08] [3.57e-05, 1.51e-05, 2.54e-05, 2.34e-05, 5.65e-06, 6.55e-05, 1.36e-06, 5.72e-05, 1.08e-04, 1.44e-05, 6.33e-05, 4.23e-04, 1.25e-05, 1.01e-05, 1.58e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.994574 s
Training model...
Step Train loss Test loss Test metric
242000 [3.57e-05, 1.51e-05, 2.54e-05, 2.34e-05, 5.65e-06, 6.55e-05, 1.36e-06, 5.72e-05, 1.08e-04, 1.44e-05, 6.33e-05, 4.23e-04, 1.25e-05, 1.01e-05, 1.58e-08] [3.57e-05, 1.51e-05, 2.54e-05, 2.34e-05, 5.65e-06, 6.55e-05, 1.36e-06, 5.72e-05, 1.08e-04, 1.44e-05, 6.33e-05, 4.23e-04, 1.25e-05, 1.01e-05, 1.58e-08] []
244000 [2.03e-06, 2.80e-06, 1.91e-06, 2.03e-06, 1.54e-06, 2.04e-06, 2.11e-07, 1.96e-07, 2.87e-06, 1.75e-06, 4.28e-06, 5.53e-06, 2.36e-07, 2.38e-07, 1.14e-09] [2.03e-06, 2.80e-06, 1.91e-06, 2.03e-06, 1.54e-06, 2.04e-06, 2.11e-07, 1.96e-07, 2.87e-06, 1.75e-06, 4.28e-06, 5.53e-06, 2.36e-07, 2.38e-07, 1.14e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.018912 s
Training model...
Step Train loss Test loss Test metric
244000 [2.03e-06, 2.80e-06, 1.91e-06, 2.03e-06, 1.54e-06, 2.04e-06, 2.11e-07, 1.96e-07, 2.87e-06, 1.75e-06, 4.28e-06, 5.53e-06, 2.36e-07, 2.38e-07, 1.14e-09] [2.03e-06, 2.80e-06, 1.91e-06, 2.03e-06, 1.54e-06, 2.04e-06, 2.11e-07, 1.96e-07, 2.87e-06, 1.75e-06, 4.28e-06, 5.53e-06, 2.36e-07, 2.38e-07, 1.14e-09] []
246000 [3.73e-06, 3.59e-06, 2.57e-06, 1.99e-06, 1.50e-06, 8.90e-07, 1.13e-07, 1.20e-06, 3.12e-06, 1.01e-06, 1.34e-06, 7.48e-06, 4.72e-07, 5.87e-08, 6.06e-10] [3.73e-06, 3.59e-06, 2.57e-06, 1.99e-06, 1.50e-06, 8.90e-07, 1.13e-07, 1.20e-06, 3.12e-06, 1.01e-06, 1.34e-06, 7.48e-06, 4.72e-07, 5.87e-08, 6.06e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.155543 s
Training model...
Step Train loss Test loss Test metric
246000 [3.73e-06, 3.59e-06, 2.57e-06, 1.99e-06, 1.50e-06, 8.90e-07, 1.13e-07, 1.20e-06, 3.12e-06, 1.01e-06, 1.34e-06, 7.48e-06, 4.72e-07, 5.87e-08, 6.06e-10] [3.73e-06, 3.59e-06, 2.57e-06, 1.99e-06, 1.50e-06, 8.90e-07, 1.13e-07, 1.20e-06, 3.12e-06, 1.01e-06, 1.34e-06, 7.48e-06, 4.72e-07, 5.87e-08, 6.06e-10] []
248000 [1.32e-05, 1.04e-05, 2.36e-05, 1.28e-05, 9.22e-06, 4.94e-05, 1.55e-06, 3.30e-05, 6.69e-05, 5.56e-05, 6.99e-05, 5.17e-04, 0.00e+00, 0.00e+00, 7.48e-09] [1.32e-05, 1.04e-05, 2.36e-05, 1.28e-05, 9.22e-06, 4.94e-05, 1.55e-06, 3.30e-05, 6.69e-05, 5.56e-05, 6.99e-05, 5.17e-04, 0.00e+00, 0.00e+00, 7.48e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.428863 s
Training model...
Step Train loss Test loss Test metric
248000 [1.32e-05, 1.04e-05, 2.36e-05, 1.28e-05, 9.22e-06, 4.94e-05, 1.55e-06, 3.30e-05, 6.69e-05, 5.56e-05, 6.99e-05, 5.17e-04, 0.00e+00, 0.00e+00, 7.48e-09] [1.32e-05, 1.04e-05, 2.36e-05, 1.28e-05, 9.22e-06, 4.94e-05, 1.55e-06, 3.30e-05, 6.69e-05, 5.56e-05, 6.99e-05, 5.17e-04, 0.00e+00, 0.00e+00, 7.48e-09] []
250000 [3.79e-05, 9.66e-06, 2.46e-05, 2.02e-05, 2.01e-05, 1.32e-05, 3.37e-06, 1.41e-05, 2.71e-05, 1.44e-05, 8.18e-06, 1.22e-04, 8.20e-06, 2.01e-06, 4.09e-08] [3.79e-05, 9.66e-06, 2.46e-05, 2.02e-05, 2.01e-05, 1.32e-05, 3.37e-06, 1.41e-05, 2.71e-05, 1.44e-05, 8.18e-06, 1.22e-04, 8.20e-06, 2.01e-06, 4.09e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.476581 s
Training model...
Step Train loss Test loss Test metric
250000 [3.79e-05, 9.66e-06, 2.46e-05, 2.02e-05, 2.01e-05, 1.32e-05, 3.37e-06, 1.41e-05, 2.71e-05, 1.44e-05, 8.18e-06, 1.22e-04, 8.20e-06, 2.01e-06, 4.09e-08] [3.79e-05, 9.66e-06, 2.46e-05, 2.02e-05, 2.01e-05, 1.32e-05, 3.37e-06, 1.41e-05, 2.71e-05, 1.44e-05, 8.18e-06, 1.22e-04, 8.20e-06, 2.01e-06, 4.09e-08] []
252000 [1.23e-06, 5.59e-06, 3.00e-06, 8.30e-07, 8.26e-08, 4.96e-07, 4.14e-08, 2.76e-08, 5.81e-07, 1.38e-06, 1.42e-06, 9.21e-07, 8.65e-09, 1.74e-08, 0.00e+00] [1.23e-06, 5.59e-06, 3.00e-06, 8.30e-07, 8.26e-08, 4.96e-07, 4.14e-08, 2.76e-08, 5.81e-07, 1.38e-06, 1.42e-06, 9.21e-07, 8.65e-09, 1.74e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.359636 s
Training model...
Step Train loss Test loss Test metric
252000 [1.23e-06, 5.59e-06, 3.00e-06, 8.30e-07, 8.26e-08, 4.96e-07, 4.14e-08, 2.76e-08, 5.81e-07, 1.38e-06, 1.42e-06, 9.21e-07, 8.65e-09, 1.74e-08, 0.00e+00] [1.23e-06, 5.59e-06, 3.00e-06, 8.30e-07, 8.26e-08, 4.96e-07, 4.14e-08, 2.76e-08, 5.81e-07, 1.38e-06, 1.42e-06, 9.21e-07, 8.65e-09, 1.74e-08, 0.00e+00] []
254000 [4.94e-06, 1.54e-06, 5.31e-06, 1.46e-06, 2.33e-06, 1.32e-06, 3.02e-06, 7.63e-07, 7.41e-07, 1.95e-06, 1.21e-06, 7.49e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.94e-06, 1.54e-06, 5.31e-06, 1.46e-06, 2.33e-06, 1.32e-06, 3.02e-06, 7.63e-07, 7.41e-07, 1.95e-06, 1.21e-06, 7.49e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.563725 s
Training model...
Step Train loss Test loss Test metric
254000 [4.94e-06, 1.54e-06, 5.31e-06, 1.46e-06, 2.33e-06, 1.32e-06, 3.02e-06, 7.63e-07, 7.41e-07, 1.95e-06, 1.21e-06, 7.49e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.94e-06, 1.54e-06, 5.31e-06, 1.46e-06, 2.33e-06, 1.32e-06, 3.02e-06, 7.63e-07, 7.41e-07, 1.95e-06, 1.21e-06, 7.49e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
256000 [3.88e-06, 1.36e-06, 4.31e-06, 1.25e-06, 1.27e-06, 3.98e-07, 1.10e-06, 5.52e-07, 1.67e-06, 1.72e-06, 1.02e-06, 4.80e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.88e-06, 1.36e-06, 4.31e-06, 1.25e-06, 1.27e-06, 3.98e-07, 1.10e-06, 5.52e-07, 1.67e-06, 1.72e-06, 1.02e-06, 4.80e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.537963 s
Training model...
Step Train loss Test loss Test metric
256000 [3.88e-06, 1.36e-06, 4.31e-06, 1.25e-06, 1.27e-06, 3.98e-07, 1.10e-06, 5.52e-07, 1.67e-06, 1.72e-06, 1.02e-06, 4.80e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.88e-06, 1.36e-06, 4.31e-06, 1.25e-06, 1.27e-06, 3.98e-07, 1.10e-06, 5.52e-07, 1.67e-06, 1.72e-06, 1.02e-06, 4.80e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
258000 [3.67e-06, 2.62e-06, 6.14e-06, 2.57e-06, 2.23e-06, 1.12e-06, 2.02e-07, 9.63e-07, 2.91e-06, 5.64e-06, 2.28e-06, 2.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.67e-06, 2.62e-06, 6.14e-06, 2.57e-06, 2.23e-06, 1.12e-06, 2.02e-07, 9.63e-07, 2.91e-06, 5.64e-06, 2.28e-06, 2.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.362587 s
Training model...
Step Train loss Test loss Test metric
258000 [3.67e-06, 2.62e-06, 6.14e-06, 2.57e-06, 2.23e-06, 1.12e-06, 2.02e-07, 9.63e-07, 2.91e-06, 5.64e-06, 2.28e-06, 2.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.67e-06, 2.62e-06, 6.14e-06, 2.57e-06, 2.23e-06, 1.12e-06, 2.02e-07, 9.63e-07, 2.91e-06, 5.64e-06, 2.28e-06, 2.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
260000 [1.01e-06, 2.65e-06, 1.66e-06, 1.27e-06, 2.16e-10, 6.21e-08, 2.15e-06, 1.32e-08, 4.57e-07, 7.47e-07, 6.32e-07, 2.80e-07, 2.24e-08, 2.26e-09, 0.00e+00] [1.01e-06, 2.65e-06, 1.66e-06, 1.27e-06, 2.16e-10, 6.21e-08, 2.15e-06, 1.32e-08, 4.57e-07, 7.47e-07, 6.32e-07, 2.80e-07, 2.24e-08, 2.26e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.986657 s
Training model...
Step Train loss Test loss Test metric
260000 [1.01e-06, 2.65e-06, 1.66e-06, 1.27e-06, 2.16e-10, 6.21e-08, 2.15e-06, 1.32e-08, 4.57e-07, 7.47e-07, 6.32e-07, 2.80e-07, 2.24e-08, 2.26e-09, 0.00e+00] [1.01e-06, 2.65e-06, 1.66e-06, 1.27e-06, 2.16e-10, 6.21e-08, 2.15e-06, 1.32e-08, 4.57e-07, 7.47e-07, 6.32e-07, 2.80e-07, 2.24e-08, 2.26e-09, 0.00e+00] []
262000 [6.29e-06, 1.48e-06, 6.18e-06, 1.53e-06, 2.97e-06, 7.51e-07, 3.32e-06, 6.24e-07, 1.91e-06, 2.05e-06, 1.20e-06, 8.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.29e-06, 1.48e-06, 6.18e-06, 1.53e-06, 2.97e-06, 7.51e-07, 3.32e-06, 6.24e-07, 1.91e-06, 2.05e-06, 1.20e-06, 8.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.555410 s
Training model...
Step Train loss Test loss Test metric
262000 [6.29e-06, 1.48e-06, 6.18e-06, 1.53e-06, 2.97e-06, 7.51e-07, 3.32e-06, 6.24e-07, 1.91e-06, 2.05e-06, 1.20e-06, 8.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.29e-06, 1.48e-06, 6.18e-06, 1.53e-06, 2.97e-06, 7.51e-07, 3.32e-06, 6.24e-07, 1.91e-06, 2.05e-06, 1.20e-06, 8.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
264000 [8.26e-05, 1.13e-05, 5.55e-05, 2.65e-05, 4.27e-05, 1.83e-05, 4.66e-07, 1.29e-05, 1.71e-05, 2.75e-05, 1.08e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00] [8.26e-05, 1.13e-05, 5.55e-05, 2.65e-05, 4.27e-05, 1.83e-05, 4.66e-07, 1.29e-05, 1.71e-05, 2.75e-05, 1.08e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.919209 s
Training model...
Step Train loss Test loss Test metric
264000 [8.26e-05, 1.13e-05, 5.55e-05, 2.65e-05, 4.27e-05, 1.83e-05, 4.66e-07, 1.29e-05, 1.71e-05, 2.75e-05, 1.08e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00] [8.26e-05, 1.13e-05, 5.55e-05, 2.65e-05, 4.27e-05, 1.83e-05, 4.66e-07, 1.29e-05, 1.71e-05, 2.75e-05, 1.08e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
266000 [7.91e-07, 2.74e-06, 1.89e-06, 6.81e-07, 1.87e-08, 9.58e-10, 9.16e-10, 2.89e-08, 4.75e-07, 1.45e-06, 1.13e-06, 1.20e-07, 1.53e-10, 4.73e-11, 0.00e+00] [7.91e-07, 2.74e-06, 1.89e-06, 6.81e-07, 1.87e-08, 9.58e-10, 9.16e-10, 2.89e-08, 4.75e-07, 1.45e-06, 1.13e-06, 1.20e-07, 1.53e-10, 4.73e-11, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.337547 s
Training model...
Step Train loss Test loss Test metric
266000 [7.91e-07, 2.74e-06, 1.89e-06, 6.81e-07, 1.87e-08, 9.58e-10, 9.16e-10, 2.89e-08, 4.75e-07, 1.45e-06, 1.13e-06, 1.20e-07, 1.53e-10, 4.73e-11, 0.00e+00] [7.91e-07, 2.74e-06, 1.89e-06, 6.81e-07, 1.87e-08, 9.58e-10, 9.16e-10, 2.89e-08, 4.75e-07, 1.45e-06, 1.13e-06, 1.20e-07, 1.53e-10, 4.73e-11, 0.00e+00] []
268000 [6.27e-06, 4.22e-06, 4.52e-06, 5.12e-06, 2.89e-06, 3.93e-06, 9.56e-07, 1.97e-06, 4.40e-06, 1.80e-06, 3.81e-06, 2.47e-05, 8.06e-07, 2.59e-07, 9.02e-09] [6.27e-06, 4.22e-06, 4.52e-06, 5.12e-06, 2.89e-06, 3.93e-06, 9.56e-07, 1.97e-06, 4.40e-06, 1.80e-06, 3.81e-06, 2.47e-05, 8.06e-07, 2.59e-07, 9.02e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.063801 s
Training model...
Step Train loss Test loss Test metric
268000 [6.27e-06, 4.22e-06, 4.52e-06, 5.12e-06, 2.89e-06, 3.93e-06, 9.56e-07, 1.97e-06, 4.40e-06, 1.80e-06, 3.81e-06, 2.47e-05, 8.06e-07, 2.59e-07, 9.02e-09] [6.27e-06, 4.22e-06, 4.52e-06, 5.12e-06, 2.89e-06, 3.93e-06, 9.56e-07, 1.97e-06, 4.40e-06, 1.80e-06, 3.81e-06, 2.47e-05, 8.06e-07, 2.59e-07, 9.02e-09] []
270000 [4.17e-05, 5.91e-06, 3.18e-05, 1.45e-05, 2.00e-05, 1.20e-05, 6.20e-07, 7.00e-06, 1.21e-05, 1.68e-05, 7.67e-06, 8.60e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.17e-05, 5.91e-06, 3.18e-05, 1.45e-05, 2.00e-05, 1.20e-05, 6.20e-07, 7.00e-06, 1.21e-05, 1.68e-05, 7.67e-06, 8.60e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.481805 s
Training model...
Step Train loss Test loss Test metric
270000 [4.17e-05, 5.91e-06, 3.18e-05, 1.45e-05, 2.00e-05, 1.20e-05, 6.20e-07, 7.00e-06, 1.21e-05, 1.68e-05, 7.67e-06, 8.60e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.17e-05, 5.91e-06, 3.18e-05, 1.45e-05, 2.00e-05, 1.20e-05, 6.20e-07, 7.00e-06, 1.21e-05, 1.68e-05, 7.67e-06, 8.60e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
272000 [3.30e-06, 2.30e-06, 4.45e-06, 1.51e-06, 2.41e-06, 1.80e-06, 1.73e-06, 1.53e-06, 2.68e-06, 4.20e-06, 1.78e-06, 1.47e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.30e-06, 2.30e-06, 4.45e-06, 1.51e-06, 2.41e-06, 1.80e-06, 1.73e-06, 1.53e-06, 2.68e-06, 4.20e-06, 1.78e-06, 1.47e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.091774 s
Training model...
Step Train loss Test loss Test metric
272000 [3.30e-06, 2.30e-06, 4.45e-06, 1.51e-06, 2.41e-06, 1.80e-06, 1.73e-06, 1.53e-06, 2.68e-06, 4.20e-06, 1.78e-06, 1.47e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.30e-06, 2.30e-06, 4.45e-06, 1.51e-06, 2.41e-06, 1.80e-06, 1.73e-06, 1.53e-06, 2.68e-06, 4.20e-06, 1.78e-06, 1.47e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
274000 [1.36e-07, 1.66e-06, 1.21e-06, 3.83e-07, 1.87e-09, 6.68e-09, 4.88e-07, 3.45e-08, 1.30e-07, 3.77e-07, 5.32e-07, 9.64e-08, 2.91e-12, 0.00e+00, 0.00e+00] [1.36e-07, 1.66e-06, 1.21e-06, 3.83e-07, 1.87e-09, 6.68e-09, 4.88e-07, 3.45e-08, 1.30e-07, 3.77e-07, 5.32e-07, 9.64e-08, 2.91e-12, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.078807 s
Training model...
Step Train loss Test loss Test metric
274000 [1.36e-07, 1.66e-06, 1.21e-06, 3.83e-07, 1.87e-09, 6.68e-09, 4.88e-07, 3.45e-08, 1.30e-07, 3.77e-07, 5.32e-07, 9.64e-08, 2.91e-12, 0.00e+00, 0.00e+00] [1.36e-07, 1.66e-06, 1.21e-06, 3.83e-07, 1.87e-09, 6.68e-09, 4.88e-07, 3.45e-08, 1.30e-07, 3.77e-07, 5.32e-07, 9.64e-08, 2.91e-12, 0.00e+00, 0.00e+00] []
276000 [7.25e-06, 3.70e-06, 4.20e-06, 3.35e-06, 5.06e-06, 3.15e-06, 3.96e-06, 2.43e-06, 1.54e-06, 2.34e-06, 1.83e-06, 1.31e-05, 1.12e-06, 5.56e-07, 0.00e+00] [7.25e-06, 3.70e-06, 4.20e-06, 3.35e-06, 5.06e-06, 3.15e-06, 3.96e-06, 2.43e-06, 1.54e-06, 2.34e-06, 1.83e-06, 1.31e-05, 1.12e-06, 5.56e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.612870 s
Training model...
Step Train loss Test loss Test metric
276000 [7.25e-06, 3.70e-06, 4.20e-06, 3.35e-06, 5.06e-06, 3.15e-06, 3.96e-06, 2.43e-06, 1.54e-06, 2.34e-06, 1.83e-06, 1.31e-05, 1.12e-06, 5.56e-07, 0.00e+00] [7.25e-06, 3.70e-06, 4.20e-06, 3.35e-06, 5.06e-06, 3.15e-06, 3.96e-06, 2.43e-06, 1.54e-06, 2.34e-06, 1.83e-06, 1.31e-05, 1.12e-06, 5.56e-07, 0.00e+00] []
278000 [6.51e-06, 4.37e-06, 1.03e-05, 4.06e-06, 5.46e-06, 5.69e-06, 1.60e-06, 3.06e-06, 3.63e-06, 1.19e-05, 7.21e-06, 5.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.51e-06, 4.37e-06, 1.03e-05, 4.06e-06, 5.46e-06, 5.69e-06, 1.60e-06, 3.06e-06, 3.63e-06, 1.19e-05, 7.21e-06, 5.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.562626 s
Training model...
Step Train loss Test loss Test metric
278000 [6.51e-06, 4.37e-06, 1.03e-05, 4.06e-06, 5.46e-06, 5.69e-06, 1.60e-06, 3.06e-06, 3.63e-06, 1.19e-05, 7.21e-06, 5.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.51e-06, 4.37e-06, 1.03e-05, 4.06e-06, 5.46e-06, 5.69e-06, 1.60e-06, 3.06e-06, 3.63e-06, 1.19e-05, 7.21e-06, 5.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
280000 [2.55e-06, 2.44e-06, 1.96e-06, 2.27e-06, 1.48e-06, 2.30e-07, 5.72e-09, 5.83e-07, 8.86e-07, 1.46e-06, 8.05e-07, 5.10e-06, 4.46e-07, 5.38e-08, 0.00e+00] [2.55e-06, 2.44e-06, 1.96e-06, 2.27e-06, 1.48e-06, 2.30e-07, 5.72e-09, 5.83e-07, 8.86e-07, 1.46e-06, 8.05e-07, 5.10e-06, 4.46e-07, 5.38e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.886493 s
Training model...
Step Train loss Test loss Test metric
280000 [2.55e-06, 2.44e-06, 1.96e-06, 2.27e-06, 1.48e-06, 2.30e-07, 5.72e-09, 5.83e-07, 8.86e-07, 1.46e-06, 8.05e-07, 5.10e-06, 4.46e-07, 5.38e-08, 0.00e+00] [2.55e-06, 2.44e-06, 1.96e-06, 2.27e-06, 1.48e-06, 2.30e-07, 5.72e-09, 5.83e-07, 8.86e-07, 1.46e-06, 8.05e-07, 5.10e-06, 4.46e-07, 5.38e-08, 0.00e+00] []
282000 [2.24e-05, 1.27e-05, 1.17e-05, 1.10e-05, 8.98e-06, 1.91e-05, 1.04e-04, 1.73e-05, 3.28e-05, 6.36e-06, 2.03e-05, 1.48e-04, 4.30e-06, 1.95e-06, 0.00e+00] [2.24e-05, 1.27e-05, 1.17e-05, 1.10e-05, 8.98e-06, 1.91e-05, 1.04e-04, 1.73e-05, 3.28e-05, 6.36e-06, 2.03e-05, 1.48e-04, 4.30e-06, 1.95e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.351992 s
Training model...
Step Train loss Test loss Test metric
282000 [2.24e-05, 1.27e-05, 1.17e-05, 1.10e-05, 8.98e-06, 1.91e-05, 1.04e-04, 1.73e-05, 3.28e-05, 6.36e-06, 2.03e-05, 1.48e-04, 4.30e-06, 1.95e-06, 0.00e+00] [2.24e-05, 1.27e-05, 1.17e-05, 1.10e-05, 8.98e-06, 1.91e-05, 1.04e-04, 1.73e-05, 3.28e-05, 6.36e-06, 2.03e-05, 1.48e-04, 4.30e-06, 1.95e-06, 0.00e+00] []
284000 [7.57e-07, 4.60e-06, 3.53e-06, 7.45e-07, 3.91e-07, 1.57e-06, 9.59e-07, 1.80e-06, 4.89e-06, 4.42e-06, 5.67e-06, 2.47e-05, 0.00e+00, 0.00e+00, 7.46e-09] [7.57e-07, 4.60e-06, 3.53e-06, 7.45e-07, 3.91e-07, 1.57e-06, 9.59e-07, 1.80e-06, 4.89e-06, 4.42e-06, 5.67e-06, 2.47e-05, 0.00e+00, 0.00e+00, 7.46e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.268878 s
Training model...
Step Train loss Test loss Test metric
284000 [7.57e-07, 4.60e-06, 3.53e-06, 7.45e-07, 3.91e-07, 1.57e-06, 9.59e-07, 1.80e-06, 4.89e-06, 4.42e-06, 5.67e-06, 2.47e-05, 0.00e+00, 0.00e+00, 7.46e-09] [7.57e-07, 4.60e-06, 3.53e-06, 7.45e-07, 3.91e-07, 1.57e-06, 9.59e-07, 1.80e-06, 4.89e-06, 4.42e-06, 5.67e-06, 2.47e-05, 0.00e+00, 0.00e+00, 7.46e-09] []
286000 [1.77e-06, 3.47e-06, 4.00e-06, 2.43e-06, 1.07e-07, 1.86e-07, 5.85e-06, 3.13e-08, 1.88e-06, 1.15e-06, 3.16e-06, 3.46e-06, 0.00e+00, 5.17e-09, 8.16e-08] [1.77e-06, 3.47e-06, 4.00e-06, 2.43e-06, 1.07e-07, 1.86e-07, 5.85e-06, 3.13e-08, 1.88e-06, 1.15e-06, 3.16e-06, 3.46e-06, 0.00e+00, 5.17e-09, 8.16e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.456840 s
Training model...
Step Train loss Test loss Test metric
286000 [1.77e-06, 3.47e-06, 4.00e-06, 2.43e-06, 1.07e-07, 1.86e-07, 5.85e-06, 3.13e-08, 1.88e-06, 1.15e-06, 3.16e-06, 3.46e-06, 0.00e+00, 5.17e-09, 8.16e-08] [1.77e-06, 3.47e-06, 4.00e-06, 2.43e-06, 1.07e-07, 1.86e-07, 5.85e-06, 3.13e-08, 1.88e-06, 1.15e-06, 3.16e-06, 3.46e-06, 0.00e+00, 5.17e-09, 8.16e-08] []
288000 [1.16e-04, 1.92e-05, 7.98e-05, 4.03e-05, 6.22e-05, 5.64e-05, 2.68e-05, 3.05e-05, 4.51e-05, 5.53e-05, 3.44e-05, 3.61e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.16e-04, 1.92e-05, 7.98e-05, 4.03e-05, 6.22e-05, 5.64e-05, 2.68e-05, 3.05e-05, 4.51e-05, 5.53e-05, 3.44e-05, 3.61e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.500781 s
Training model...
Step Train loss Test loss Test metric
288000 [1.16e-04, 1.92e-05, 7.98e-05, 4.03e-05, 6.22e-05, 5.64e-05, 2.68e-05, 3.05e-05, 4.51e-05, 5.53e-05, 3.44e-05, 3.61e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.16e-04, 1.92e-05, 7.98e-05, 4.03e-05, 6.22e-05, 5.64e-05, 2.68e-05, 3.05e-05, 4.51e-05, 5.53e-05, 3.44e-05, 3.61e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
290000 [5.53e-07, 1.65e-06, 1.51e-06, 1.75e-07, 1.29e-07, 3.12e-08, 1.38e-07, 7.54e-09, 1.66e-07, 6.33e-07, 1.01e-06, 1.23e-07, 0.00e+00, 0.00e+00, 0.00e+00] [5.53e-07, 1.65e-06, 1.51e-06, 1.75e-07, 1.29e-07, 3.12e-08, 1.38e-07, 7.54e-09, 1.66e-07, 6.33e-07, 1.01e-06, 1.23e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.345697 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
290000 [5.53e-07, 1.65e-06, 1.51e-06, 1.75e-07, 1.29e-07, 3.12e-08, 1.38e-07, 7.54e-09, 1.66e-07, 6.33e-07, 1.01e-06, 1.23e-07, 0.00e+00, 0.00e+00, 0.00e+00] [5.53e-07, 1.65e-06, 1.51e-06, 1.75e-07, 1.29e-07, 3.12e-08, 1.38e-07, 7.54e-09, 1.66e-07, 6.33e-07, 1.01e-06, 1.23e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
292000 [1.35e-05, 4.50e-06, 7.53e-06, 5.74e-06, 8.21e-06, 2.53e-06, 7.50e-06, 2.29e-06, 3.55e-06, 4.82e-06, 1.84e-06, 1.99e-05, 1.88e-06, 2.42e-07, 2.32e-07] [1.35e-05, 4.50e-06, 7.53e-06, 5.74e-06, 8.21e-06, 2.53e-06, 7.50e-06, 2.29e-06, 3.55e-06, 4.82e-06, 1.84e-06, 1.99e-05, 1.88e-06, 2.42e-07, 2.32e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.031827 s
Training model...
Step Train loss Test loss Test metric
292000 [1.35e-05, 4.50e-06, 7.53e-06, 5.74e-06, 8.21e-06, 2.53e-06, 7.50e-06, 2.29e-06, 3.55e-06, 4.82e-06, 1.84e-06, 1.99e-05, 1.88e-06, 2.42e-07, 2.32e-07] [1.35e-05, 4.50e-06, 7.53e-06, 5.74e-06, 8.21e-06, 2.53e-06, 7.50e-06, 2.29e-06, 3.55e-06, 4.82e-06, 1.84e-06, 1.99e-05, 1.88e-06, 2.42e-07, 2.32e-07] []
294000 [1.76e-06, 8.08e-06, 3.22e-06, 1.94e-06, 6.16e-07, 5.83e-08, 1.80e-06, 2.01e-08, 9.37e-07, 2.65e-06, 1.74e-06, 9.89e-07, 2.91e-08, 5.68e-09, 0.00e+00] [1.76e-06, 8.08e-06, 3.22e-06, 1.94e-06, 6.16e-07, 5.83e-08, 1.80e-06, 2.01e-08, 9.37e-07, 2.65e-06, 1.74e-06, 9.89e-07, 2.91e-08, 5.68e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.129680 s
Training model...
Step Train loss Test loss Test metric
294000 [1.76e-06, 8.08e-06, 3.22e-06, 1.94e-06, 6.16e-07, 5.83e-08, 1.80e-06, 2.01e-08, 9.37e-07, 2.65e-06, 1.74e-06, 9.89e-07, 2.91e-08, 5.68e-09, 0.00e+00] [1.76e-06, 8.08e-06, 3.22e-06, 1.94e-06, 6.16e-07, 5.83e-08, 1.80e-06, 2.01e-08, 9.37e-07, 2.65e-06, 1.74e-06, 9.89e-07, 2.91e-08, 5.68e-09, 0.00e+00] []
296000 [2.73e-06, 3.96e-06, 2.04e-06, 1.58e-06, 8.73e-07, 6.18e-07, 2.31e-07, 1.32e-06, 5.61e-06, 7.75e-07, 2.46e-06, 6.53e-06, 2.66e-07, 3.60e-08, 0.00e+00] [2.73e-06, 3.96e-06, 2.04e-06, 1.58e-06, 8.73e-07, 6.18e-07, 2.31e-07, 1.32e-06, 5.61e-06, 7.75e-07, 2.46e-06, 6.53e-06, 2.66e-07, 3.60e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.593894 s
Training model...
Step Train loss Test loss Test metric
296000 [2.73e-06, 3.96e-06, 2.04e-06, 1.58e-06, 8.73e-07, 6.18e-07, 2.31e-07, 1.32e-06, 5.61e-06, 7.75e-07, 2.46e-06, 6.53e-06, 2.66e-07, 3.60e-08, 0.00e+00] [2.73e-06, 3.96e-06, 2.04e-06, 1.58e-06, 8.73e-07, 6.18e-07, 2.31e-07, 1.32e-06, 5.61e-06, 7.75e-07, 2.46e-06, 6.53e-06, 2.66e-07, 3.60e-08, 0.00e+00] []
298000 [1.10e-06, 1.41e-06, 2.22e-06, 4.73e-07, 4.08e-07, 1.56e-07, 1.24e-06, 1.48e-07, 3.67e-07, 1.04e-06, 9.04e-07, 2.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.10e-06, 1.41e-06, 2.22e-06, 4.73e-07, 4.08e-07, 1.56e-07, 1.24e-06, 1.48e-07, 3.67e-07, 1.04e-06, 9.04e-07, 2.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.646817 s
Training model...
Step Train loss Test loss Test metric
298000 [1.10e-06, 1.41e-06, 2.22e-06, 4.73e-07, 4.08e-07, 1.56e-07, 1.24e-06, 1.48e-07, 3.67e-07, 1.04e-06, 9.04e-07, 2.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.10e-06, 1.41e-06, 2.22e-06, 4.73e-07, 4.08e-07, 1.56e-07, 1.24e-06, 1.48e-07, 3.67e-07, 1.04e-06, 9.04e-07, 2.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
300000 [1.99e-06, 1.26e-06, 2.85e-06, 8.06e-07, 7.12e-07, 2.80e-07, 3.96e-08, 3.67e-07, 4.01e-07, 1.15e-06, 9.15e-07, 3.06e-06, 0.00e+00, 0.00e+00, 1.77e-10] [1.99e-06, 1.26e-06, 2.85e-06, 8.06e-07, 7.12e-07, 2.80e-07, 3.96e-08, 3.67e-07, 4.01e-07, 1.15e-06, 9.15e-07, 3.06e-06, 0.00e+00, 0.00e+00, 1.77e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.431471 s
Training model...
Step Train loss Test loss Test metric
300000 [1.99e-06, 1.26e-06, 2.85e-06, 8.06e-07, 7.12e-07, 2.80e-07, 3.96e-08, 3.67e-07, 4.01e-07, 1.15e-06, 9.15e-07, 3.06e-06, 0.00e+00, 0.00e+00, 1.77e-10] [1.99e-06, 1.26e-06, 2.85e-06, 8.06e-07, 7.12e-07, 2.80e-07, 3.96e-08, 3.67e-07, 4.01e-07, 1.15e-06, 9.15e-07, 3.06e-06, 0.00e+00, 0.00e+00, 1.77e-10] []
302000 [1.53e-06, 2.46e-06, 2.29e-06, 9.47e-07, 3.70e-08, 5.20e-09, 6.30e-10, 1.36e-08, 3.50e-07, 8.13e-07, 5.21e-07, 1.52e-07, 2.50e-11, 6.96e-09, 1.72e-12] [1.53e-06, 2.46e-06, 2.29e-06, 9.47e-07, 3.70e-08, 5.20e-09, 6.30e-10, 1.36e-08, 3.50e-07, 8.13e-07, 5.21e-07, 1.52e-07, 2.50e-11, 6.96e-09, 1.72e-12] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.915468 s
Training model...
Step Train loss Test loss Test metric
302000 [1.53e-06, 2.46e-06, 2.29e-06, 9.47e-07, 3.70e-08, 5.20e-09, 6.30e-10, 1.36e-08, 3.50e-07, 8.13e-07, 5.21e-07, 1.52e-07, 2.50e-11, 6.96e-09, 1.72e-12] [1.53e-06, 2.46e-06, 2.29e-06, 9.47e-07, 3.70e-08, 5.20e-09, 6.30e-10, 1.36e-08, 3.50e-07, 8.13e-07, 5.21e-07, 1.52e-07, 2.50e-11, 6.96e-09, 1.72e-12] []
304000 [3.28e-05, 9.04e-06, 2.29e-05, 1.99e-05, 1.72e-05, 2.52e-05, 1.51e-06, 2.44e-05, 4.01e-05, 1.28e-05, 2.41e-05, 2.09e-04, 7.47e-06, 3.70e-06, 4.86e-08] [3.28e-05, 9.04e-06, 2.29e-05, 1.99e-05, 1.72e-05, 2.52e-05, 1.51e-06, 2.44e-05, 4.01e-05, 1.28e-05, 2.41e-05, 2.09e-04, 7.47e-06, 3.70e-06, 4.86e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.904053 s
Training model...
Step Train loss Test loss Test metric
304000 [3.28e-05, 9.04e-06, 2.29e-05, 1.99e-05, 1.72e-05, 2.52e-05, 1.51e-06, 2.44e-05, 4.01e-05, 1.28e-05, 2.41e-05, 2.09e-04, 7.47e-06, 3.70e-06, 4.86e-08] [3.28e-05, 9.04e-06, 2.29e-05, 1.99e-05, 1.72e-05, 2.52e-05, 1.51e-06, 2.44e-05, 4.01e-05, 1.28e-05, 2.41e-05, 2.09e-04, 7.47e-06, 3.70e-06, 4.86e-08] []
306000 [1.15e-06, 3.12e-06, 1.50e-06, 1.09e-06, 1.60e-09, 7.58e-08, 1.57e-07, 2.80e-07, 2.21e-06, 2.75e-07, 2.43e-06, 4.86e-07, 9.56e-08, 3.30e-10, 0.00e+00] [1.15e-06, 3.12e-06, 1.50e-06, 1.09e-06, 1.60e-09, 7.58e-08, 1.57e-07, 2.80e-07, 2.21e-06, 2.75e-07, 2.43e-06, 4.86e-07, 9.56e-08, 3.30e-10, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.712393 s
Training model...
Step Train loss Test loss Test metric
306000 [1.15e-06, 3.12e-06, 1.50e-06, 1.09e-06, 1.60e-09, 7.58e-08, 1.57e-07, 2.80e-07, 2.21e-06, 2.75e-07, 2.43e-06, 4.86e-07, 9.56e-08, 3.30e-10, 0.00e+00] [1.15e-06, 3.12e-06, 1.50e-06, 1.09e-06, 1.60e-09, 7.58e-08, 1.57e-07, 2.80e-07, 2.21e-06, 2.75e-07, 2.43e-06, 4.86e-07, 9.56e-08, 3.30e-10, 0.00e+00] []
308000 [2.68e-07, 1.92e-06, 1.10e-06, 4.04e-07, 5.92e-08, 1.02e-07, 4.46e-08, 2.93e-09, 4.97e-07, 7.39e-07, 8.53e-07, 8.63e-07, 3.92e-08, 7.10e-09, 1.68e-10] [2.68e-07, 1.92e-06, 1.10e-06, 4.04e-07, 5.92e-08, 1.02e-07, 4.46e-08, 2.93e-09, 4.97e-07, 7.39e-07, 8.53e-07, 8.63e-07, 3.92e-08, 7.10e-09, 1.68e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.472032 s
Training model...
Step Train loss Test loss Test metric
308000 [2.68e-07, 1.92e-06, 1.10e-06, 4.04e-07, 5.92e-08, 1.02e-07, 4.46e-08, 2.93e-09, 4.97e-07, 7.39e-07, 8.53e-07, 8.63e-07, 3.92e-08, 7.10e-09, 1.68e-10] [2.68e-07, 1.92e-06, 1.10e-06, 4.04e-07, 5.92e-08, 1.02e-07, 4.46e-08, 2.93e-09, 4.97e-07, 7.39e-07, 8.53e-07, 8.63e-07, 3.92e-08, 7.10e-09, 1.68e-10] []
310000 [1.17e-05, 5.96e-06, 8.23e-06, 5.64e-06, 4.80e-06, 6.91e-07, 3.37e-08, 4.27e-07, 1.21e-06, 7.46e-06, 1.67e-06, 1.23e-05, 2.30e-06, 2.69e-07, 1.10e-10] [1.17e-05, 5.96e-06, 8.23e-06, 5.64e-06, 4.80e-06, 6.91e-07, 3.37e-08, 4.27e-07, 1.21e-06, 7.46e-06, 1.67e-06, 1.23e-05, 2.30e-06, 2.69e-07, 1.10e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.526529 s
Training model...
Step Train loss Test loss Test metric
310000 [1.17e-05, 5.96e-06, 8.23e-06, 5.64e-06, 4.80e-06, 6.91e-07, 3.37e-08, 4.27e-07, 1.21e-06, 7.46e-06, 1.67e-06, 1.23e-05, 2.30e-06, 2.69e-07, 1.10e-10] [1.17e-05, 5.96e-06, 8.23e-06, 5.64e-06, 4.80e-06, 6.91e-07, 3.37e-08, 4.27e-07, 1.21e-06, 7.46e-06, 1.67e-06, 1.23e-05, 2.30e-06, 2.69e-07, 1.10e-10] []
312000 [4.17e-06, 6.46e-06, 3.68e-06, 2.01e-06, 1.18e-07, 4.81e-07, 9.35e-06, 1.71e-08, 4.33e-07, 1.43e-06, 2.48e-06, 1.18e-06, 4.73e-08, 2.40e-08, 1.68e-07] [4.17e-06, 6.46e-06, 3.68e-06, 2.01e-06, 1.18e-07, 4.81e-07, 9.35e-06, 1.71e-08, 4.33e-07, 1.43e-06, 2.48e-06, 1.18e-06, 4.73e-08, 2.40e-08, 1.68e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.871887 s
Training model...
Step Train loss Test loss Test metric
312000 [4.17e-06, 6.46e-06, 3.68e-06, 2.01e-06, 1.18e-07, 4.81e-07, 9.35e-06, 1.71e-08, 4.33e-07, 1.43e-06, 2.48e-06, 1.18e-06, 4.73e-08, 2.40e-08, 1.68e-07] [4.17e-06, 6.46e-06, 3.68e-06, 2.01e-06, 1.18e-07, 4.81e-07, 9.35e-06, 1.71e-08, 4.33e-07, 1.43e-06, 2.48e-06, 1.18e-06, 4.73e-08, 2.40e-08, 1.68e-07] []
314000 [1.26e-06, 2.31e-06, 3.05e-06, 9.70e-07, 6.35e-07, 2.40e-07, 2.52e-06, 7.70e-07, 2.59e-06, 2.25e-06, 1.41e-06, 4.73e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.26e-06, 2.31e-06, 3.05e-06, 9.70e-07, 6.35e-07, 2.40e-07, 2.52e-06, 7.70e-07, 2.59e-06, 2.25e-06, 1.41e-06, 4.73e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.200857 s
Training model...
Step Train loss Test loss Test metric
314000 [1.26e-06, 2.31e-06, 3.05e-06, 9.70e-07, 6.35e-07, 2.40e-07, 2.52e-06, 7.70e-07, 2.59e-06, 2.25e-06, 1.41e-06, 4.73e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.26e-06, 2.31e-06, 3.05e-06, 9.70e-07, 6.35e-07, 2.40e-07, 2.52e-06, 7.70e-07, 2.59e-06, 2.25e-06, 1.41e-06, 4.73e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
316000 [2.07e-06, 4.98e-06, 5.89e-06, 1.05e-06, 1.88e-06, 4.98e-06, 5.73e-05, 3.21e-06, 6.94e-06, 7.83e-06, 8.31e-06, 3.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.07e-06, 4.98e-06, 5.89e-06, 1.05e-06, 1.88e-06, 4.98e-06, 5.73e-05, 3.21e-06, 6.94e-06, 7.83e-06, 8.31e-06, 3.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.629865 s
Training model...
Step Train loss Test loss Test metric
316000 [2.07e-06, 4.98e-06, 5.89e-06, 1.05e-06, 1.88e-06, 4.98e-06, 5.73e-05, 3.21e-06, 6.94e-06, 7.83e-06, 8.31e-06, 3.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.07e-06, 4.98e-06, 5.89e-06, 1.05e-06, 1.88e-06, 4.98e-06, 5.73e-05, 3.21e-06, 6.94e-06, 7.83e-06, 8.31e-06, 3.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
318000 [1.04e-06, 1.35e-06, 2.08e-06, 5.44e-07, 3.57e-07, 3.03e-07, 3.46e-08, 9.97e-08, 2.80e-07, 6.27e-07, 1.25e-06, 1.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.04e-06, 1.35e-06, 2.08e-06, 5.44e-07, 3.57e-07, 3.03e-07, 3.46e-08, 9.97e-08, 2.80e-07, 6.27e-07, 1.25e-06, 1.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.039310 s
Training model...
Step Train loss Test loss Test metric
318000 [1.04e-06, 1.35e-06, 2.08e-06, 5.44e-07, 3.57e-07, 3.03e-07, 3.46e-08, 9.97e-08, 2.80e-07, 6.27e-07, 1.25e-06, 1.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.04e-06, 1.35e-06, 2.08e-06, 5.44e-07, 3.57e-07, 3.03e-07, 3.46e-08, 9.97e-08, 2.80e-07, 6.27e-07, 1.25e-06, 1.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
320000 [7.13e-07, 1.91e-06, 1.06e-06, 1.47e-06, 2.34e-10, 1.58e-07, 5.39e-06, 3.54e-09, 1.42e-06, 1.18e-06, 1.14e-06, 3.11e-07, 3.41e-10, 1.26e-08, 0.00e+00] [7.13e-07, 1.91e-06, 1.06e-06, 1.47e-06, 2.34e-10, 1.58e-07, 5.39e-06, 3.54e-09, 1.42e-06, 1.18e-06, 1.14e-06, 3.11e-07, 3.41e-10, 1.26e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.139357 s
Training model...
Step Train loss Test loss Test metric
320000 [7.13e-07, 1.91e-06, 1.06e-06, 1.47e-06, 2.34e-10, 1.58e-07, 5.39e-06, 3.54e-09, 1.42e-06, 1.18e-06, 1.14e-06, 3.11e-07, 3.41e-10, 1.26e-08, 0.00e+00] [7.13e-07, 1.91e-06, 1.06e-06, 1.47e-06, 2.34e-10, 1.58e-07, 5.39e-06, 3.54e-09, 1.42e-06, 1.18e-06, 1.14e-06, 3.11e-07, 3.41e-10, 1.26e-08, 0.00e+00] []
322000 [1.01e-05, 6.32e-06, 6.23e-06, 5.27e-06, 5.14e-06, 5.39e-06, 2.66e-07, 5.28e-06, 1.02e-05, 2.73e-06, 4.07e-06, 3.62e-05, 1.71e-06, 7.81e-07, 2.00e-09] [1.01e-05, 6.32e-06, 6.23e-06, 5.27e-06, 5.14e-06, 5.39e-06, 2.66e-07, 5.28e-06, 1.02e-05, 2.73e-06, 4.07e-06, 3.62e-05, 1.71e-06, 7.81e-07, 2.00e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.196128 s
Training model...
Step Train loss Test loss Test metric
322000 [1.01e-05, 6.32e-06, 6.23e-06, 5.27e-06, 5.14e-06, 5.39e-06, 2.66e-07, 5.28e-06, 1.02e-05, 2.73e-06, 4.07e-06, 3.62e-05, 1.71e-06, 7.81e-07, 2.00e-09] [1.01e-05, 6.32e-06, 6.23e-06, 5.27e-06, 5.14e-06, 5.39e-06, 2.66e-07, 5.28e-06, 1.02e-05, 2.73e-06, 4.07e-06, 3.62e-05, 1.71e-06, 7.81e-07, 2.00e-09] []
324000 [9.30e-07, 2.14e-06, 1.21e-06, 1.34e-06, 3.17e-07, 2.08e-07, 3.40e-09, 1.07e-06, 1.22e-05, 7.97e-07, 1.48e-05, 3.70e-07, 2.37e-08, 0.00e+00, 9.33e-12] [9.30e-07, 2.14e-06, 1.21e-06, 1.34e-06, 3.17e-07, 2.08e-07, 3.40e-09, 1.07e-06, 1.22e-05, 7.97e-07, 1.48e-05, 3.70e-07, 2.37e-08, 0.00e+00, 9.33e-12] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.161506 s
Training model...
Step Train loss Test loss Test metric
324000 [9.30e-07, 2.14e-06, 1.21e-06, 1.34e-06, 3.17e-07, 2.08e-07, 3.40e-09, 1.07e-06, 1.22e-05, 7.97e-07, 1.48e-05, 3.70e-07, 2.37e-08, 0.00e+00, 9.33e-12] [9.30e-07, 2.14e-06, 1.21e-06, 1.34e-06, 3.17e-07, 2.08e-07, 3.40e-09, 1.07e-06, 1.22e-05, 7.97e-07, 1.48e-05, 3.70e-07, 2.37e-08, 0.00e+00, 9.33e-12] []
326000 [5.06e-07, 2.34e-06, 1.42e-06, 6.62e-07, 2.12e-09, 3.65e-11, 1.16e-09, 8.36e-11, 2.01e-07, 1.18e-06, 8.47e-07, 5.15e-08, 0.00e+00, 2.52e-08, 0.00e+00] [5.06e-07, 2.34e-06, 1.42e-06, 6.62e-07, 2.12e-09, 3.65e-11, 1.16e-09, 8.36e-11, 2.01e-07, 1.18e-06, 8.47e-07, 5.15e-08, 0.00e+00, 2.52e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 21.988219 s
Training model...
Step Train loss Test loss Test metric
326000 [5.06e-07, 2.34e-06, 1.42e-06, 6.62e-07, 2.12e-09, 3.65e-11, 1.16e-09, 8.36e-11, 2.01e-07, 1.18e-06, 8.47e-07, 5.15e-08, 0.00e+00, 2.52e-08, 0.00e+00] [5.06e-07, 2.34e-06, 1.42e-06, 6.62e-07, 2.12e-09, 3.65e-11, 1.16e-09, 8.36e-11, 2.01e-07, 1.18e-06, 8.47e-07, 5.15e-08, 0.00e+00, 2.52e-08, 0.00e+00] []
328000 [2.57e-06, 2.51e-06, 1.70e-06, 1.67e-06, 1.22e-06, 3.87e-07, 5.90e-08, 5.01e-07, 1.15e-06, 1.35e-06, 1.03e-06, 4.77e-06, 3.47e-07, 6.71e-08, 2.08e-10] [2.57e-06, 2.51e-06, 1.70e-06, 1.67e-06, 1.22e-06, 3.87e-07, 5.90e-08, 5.01e-07, 1.15e-06, 1.35e-06, 1.03e-06, 4.77e-06, 3.47e-07, 6.71e-08, 2.08e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.436234 s
Training model...
Step Train loss Test loss Test metric
328000 [2.57e-06, 2.51e-06, 1.70e-06, 1.67e-06, 1.22e-06, 3.87e-07, 5.90e-08, 5.01e-07, 1.15e-06, 1.35e-06, 1.03e-06, 4.77e-06, 3.47e-07, 6.71e-08, 2.08e-10] [2.57e-06, 2.51e-06, 1.70e-06, 1.67e-06, 1.22e-06, 3.87e-07, 5.90e-08, 5.01e-07, 1.15e-06, 1.35e-06, 1.03e-06, 4.77e-06, 3.47e-07, 6.71e-08, 2.08e-10] []
330000 [1.14e-05, 4.42e-06, 6.16e-06, 5.67e-06, 5.05e-06, 6.02e-06, 3.81e-06, 3.02e-06, 2.55e-06, 4.36e-06, 2.97e-06, 2.06e-05, 1.44e-06, 8.77e-07, 3.94e-08] [1.14e-05, 4.42e-06, 6.16e-06, 5.67e-06, 5.05e-06, 6.02e-06, 3.81e-06, 3.02e-06, 2.55e-06, 4.36e-06, 2.97e-06, 2.06e-05, 1.44e-06, 8.77e-07, 3.94e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 22.625940 s
Training model...
Step Train loss Test loss Test metric
330000 [1.14e-05, 4.42e-06, 6.16e-06, 5.67e-06, 5.05e-06, 6.02e-06, 3.81e-06, 3.02e-06, 2.55e-06, 4.36e-06, 2.97e-06, 2.06e-05, 1.44e-06, 8.77e-07, 3.94e-08] [1.14e-05, 4.42e-06, 6.16e-06, 5.67e-06, 5.05e-06, 6.02e-06, 3.81e-06, 3.02e-06, 2.55e-06, 4.36e-06, 2.97e-06, 2.06e-05, 1.44e-06, 8.77e-07, 3.94e-08] []
332000 [1.55e-06, 1.52e-06, 2.39e-06, 4.32e-07, 8.06e-07, 3.97e-08, 1.00e-07, 2.73e-07, 5.86e-07, 1.03e-06, 6.15e-07, 1.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.55e-06, 1.52e-06, 2.39e-06, 4.32e-07, 8.06e-07, 3.97e-08, 1.00e-07, 2.73e-07, 5.86e-07, 1.03e-06, 6.15e-07, 1.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 20.970386 s
Training model...
Step Train loss Test loss Test metric
332000 [1.55e-06, 1.52e-06, 2.39e-06, 4.32e-07, 8.06e-07, 3.97e-08, 1.00e-07, 2.73e-07, 5.86e-07, 1.03e-06, 6.15e-07, 1.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.55e-06, 1.52e-06, 2.39e-06, 4.32e-07, 8.06e-07, 3.97e-08, 1.00e-07, 2.73e-07, 5.86e-07, 1.03e-06, 6.15e-07, 1.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
334000 [8.33e-06, 4.07e-06, 5.03e-06, 4.79e-06, 4.13e-06, 2.04e-06, 3.27e-06, 2.73e-06, 2.94e-06, 3.38e-06, 1.33e-06, 1.61e-05, 1.41e-06, 2.38e-07, 3.98e-08] [8.33e-06, 4.07e-06, 5.03e-06, 4.79e-06, 4.13e-06, 2.04e-06, 3.27e-06, 2.73e-06, 2.94e-06, 3.38e-06, 1.33e-06, 1.61e-05, 1.41e-06, 2.38e-07, 3.98e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.681962 s
Training model...
Step Train loss Test loss Test metric
334000 [8.33e-06, 4.07e-06, 5.03e-06, 4.79e-06, 4.13e-06, 2.04e-06, 3.27e-06, 2.73e-06, 2.94e-06, 3.38e-06, 1.33e-06, 1.61e-05, 1.41e-06, 2.38e-07, 3.98e-08] [8.33e-06, 4.07e-06, 5.03e-06, 4.79e-06, 4.13e-06, 2.04e-06, 3.27e-06, 2.73e-06, 2.94e-06, 3.38e-06, 1.33e-06, 1.61e-05, 1.41e-06, 2.38e-07, 3.98e-08] []
336000 [1.11e-06, 4.34e-06, 4.67e-06, 1.55e-06, 2.72e-07, 9.27e-07, 2.82e-06, 1.08e-06, 8.55e-06, 3.52e-06, 2.97e-06, 3.20e-06, 8.99e-07, 0.00e+00, 2.46e-08] [1.11e-06, 4.34e-06, 4.67e-06, 1.55e-06, 2.72e-07, 9.27e-07, 2.82e-06, 1.08e-06, 8.55e-06, 3.52e-06, 2.97e-06, 3.20e-06, 8.99e-07, 0.00e+00, 2.46e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.712879 s
Training model...
Step Train loss Test loss Test metric
336000 [1.11e-06, 4.34e-06, 4.67e-06, 1.55e-06, 2.72e-07, 9.27e-07, 2.82e-06, 1.08e-06, 8.55e-06, 3.52e-06, 2.97e-06, 3.20e-06, 8.99e-07, 0.00e+00, 2.46e-08] [1.11e-06, 4.34e-06, 4.67e-06, 1.55e-06, 2.72e-07, 9.27e-07, 2.82e-06, 1.08e-06, 8.55e-06, 3.52e-06, 2.97e-06, 3.20e-06, 8.99e-07, 0.00e+00, 2.46e-08] []
338000 [2.08e-06, 2.76e-06, 3.42e-06, 1.28e-06, 1.77e-06, 1.21e-06, 2.60e-07, 9.19e-07, 1.77e-06, 2.97e-06, 1.37e-06, 1.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.08e-06, 2.76e-06, 3.42e-06, 1.28e-06, 1.77e-06, 1.21e-06, 2.60e-07, 9.19e-07, 1.77e-06, 2.97e-06, 1.37e-06, 1.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.237839 s
Training model...
Step Train loss Test loss Test metric
338000 [2.08e-06, 2.76e-06, 3.42e-06, 1.28e-06, 1.77e-06, 1.21e-06, 2.60e-07, 9.19e-07, 1.77e-06, 2.97e-06, 1.37e-06, 1.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.08e-06, 2.76e-06, 3.42e-06, 1.28e-06, 1.77e-06, 1.21e-06, 2.60e-07, 9.19e-07, 1.77e-06, 2.97e-06, 1.37e-06, 1.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
340000 [4.21e-07, 1.72e-06, 1.08e-06, 4.85e-07, 1.02e-08, 5.00e-08, 8.98e-09, 1.03e-08, 1.45e-07, 7.44e-07, 5.53e-07, 1.18e-07, 0.00e+00, 0.00e+00, 0.00e+00] [4.21e-07, 1.72e-06, 1.08e-06, 4.85e-07, 1.02e-08, 5.00e-08, 8.98e-09, 1.03e-08, 1.45e-07, 7.44e-07, 5.53e-07, 1.18e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.034008 s
Training model...
Step Train loss Test loss Test metric
340000 [4.21e-07, 1.72e-06, 1.08e-06, 4.85e-07, 1.02e-08, 5.00e-08, 8.98e-09, 1.03e-08, 1.45e-07, 7.44e-07, 5.53e-07, 1.18e-07, 0.00e+00, 0.00e+00, 0.00e+00] [4.21e-07, 1.72e-06, 1.08e-06, 4.85e-07, 1.02e-08, 5.00e-08, 8.98e-09, 1.03e-08, 1.45e-07, 7.44e-07, 5.53e-07, 1.18e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
342000 [4.67e-07, 1.71e-06, 1.53e-06, 6.41e-07, 1.60e-08, 1.73e-08, 1.12e-07, 9.08e-09, 3.61e-07, 6.70e-07, 3.71e-07, 1.64e-07, 6.80e-11, 1.54e-08, 0.00e+00] [4.67e-07, 1.71e-06, 1.53e-06, 6.41e-07, 1.60e-08, 1.73e-08, 1.12e-07, 9.08e-09, 3.61e-07, 6.70e-07, 3.71e-07, 1.64e-07, 6.80e-11, 1.54e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.130203 s
Training model...
Step Train loss Test loss Test metric
342000 [4.67e-07, 1.71e-06, 1.53e-06, 6.41e-07, 1.60e-08, 1.73e-08, 1.12e-07, 9.08e-09, 3.61e-07, 6.70e-07, 3.71e-07, 1.64e-07, 6.80e-11, 1.54e-08, 0.00e+00] [4.67e-07, 1.71e-06, 1.53e-06, 6.41e-07, 1.60e-08, 1.73e-08, 1.12e-07, 9.08e-09, 3.61e-07, 6.70e-07, 3.71e-07, 1.64e-07, 6.80e-11, 1.54e-08, 0.00e+00] []
344000 [2.10e-06, 1.32e-06, 2.86e-06, 5.38e-07, 6.63e-07, 2.15e-07, 1.37e-06, 6.58e-07, 2.29e-06, 1.23e-06, 1.12e-06, 2.93e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.10e-06, 1.32e-06, 2.86e-06, 5.38e-07, 6.63e-07, 2.15e-07, 1.37e-06, 6.58e-07, 2.29e-06, 1.23e-06, 1.12e-06, 2.93e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.884497 s
Training model...
Step Train loss Test loss Test metric
344000 [2.10e-06, 1.32e-06, 2.86e-06, 5.38e-07, 6.63e-07, 2.15e-07, 1.37e-06, 6.58e-07, 2.29e-06, 1.23e-06, 1.12e-06, 2.93e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.10e-06, 1.32e-06, 2.86e-06, 5.38e-07, 6.63e-07, 2.15e-07, 1.37e-06, 6.58e-07, 2.29e-06, 1.23e-06, 1.12e-06, 2.93e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
346000 [6.82e-05, 1.45e-05, 4.50e-05, 3.25e-05, 3.88e-05, 1.88e-05, 7.02e-06, 2.03e-05, 3.54e-05, 2.75e-05, 1.41e-05, 1.93e-04, 1.53e-05, 3.61e-06, 1.70e-07] [6.82e-05, 1.45e-05, 4.50e-05, 3.25e-05, 3.88e-05, 1.88e-05, 7.02e-06, 2.03e-05, 3.54e-05, 2.75e-05, 1.41e-05, 1.93e-04, 1.53e-05, 3.61e-06, 1.70e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.853407 s
Training model...
Step Train loss Test loss Test metric
346000 [6.82e-05, 1.45e-05, 4.50e-05, 3.25e-05, 3.88e-05, 1.88e-05, 7.02e-06, 2.03e-05, 3.54e-05, 2.75e-05, 1.41e-05, 1.93e-04, 1.53e-05, 3.61e-06, 1.70e-07] [6.82e-05, 1.45e-05, 4.50e-05, 3.25e-05, 3.88e-05, 1.88e-05, 7.02e-06, 2.03e-05, 3.54e-05, 2.75e-05, 1.41e-05, 1.93e-04, 1.53e-05, 3.61e-06, 1.70e-07] []
348000 [1.67e-05, 2.69e-06, 1.42e-05, 6.79e-06, 6.85e-06, 2.58e-06, 2.68e-07, 1.93e-06, 5.06e-06, 6.44e-06, 1.95e-06, 2.82e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.67e-05, 2.69e-06, 1.42e-05, 6.79e-06, 6.85e-06, 2.58e-06, 2.68e-07, 1.93e-06, 5.06e-06, 6.44e-06, 1.95e-06, 2.82e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.041347 s
Training model...
Step Train loss Test loss Test metric
348000 [1.67e-05, 2.69e-06, 1.42e-05, 6.79e-06, 6.85e-06, 2.58e-06, 2.68e-07, 1.93e-06, 5.06e-06, 6.44e-06, 1.95e-06, 2.82e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.67e-05, 2.69e-06, 1.42e-05, 6.79e-06, 6.85e-06, 2.58e-06, 2.68e-07, 1.93e-06, 5.06e-06, 6.44e-06, 1.95e-06, 2.82e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
350000 [1.31e-06, 4.40e-06, 4.73e-06, 5.45e-07, 7.07e-07, 2.76e-06, 2.09e-07, 1.90e-06, 1.38e-06, 5.05e-06, 2.26e-06, 9.43e-06, 0.00e+00, 0.00e+00, 9.76e-10] [1.31e-06, 4.40e-06, 4.73e-06, 5.45e-07, 7.07e-07, 2.76e-06, 2.09e-07, 1.90e-06, 1.38e-06, 5.05e-06, 2.26e-06, 9.43e-06, 0.00e+00, 0.00e+00, 9.76e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.174680 s
Training model...
Step Train loss Test loss Test metric
350000 [1.31e-06, 4.40e-06, 4.73e-06, 5.45e-07, 7.07e-07, 2.76e-06, 2.09e-07, 1.90e-06, 1.38e-06, 5.05e-06, 2.26e-06, 9.43e-06, 0.00e+00, 0.00e+00, 9.76e-10] [1.31e-06, 4.40e-06, 4.73e-06, 5.45e-07, 7.07e-07, 2.76e-06, 2.09e-07, 1.90e-06, 1.38e-06, 5.05e-06, 2.26e-06, 9.43e-06, 0.00e+00, 0.00e+00, 9.76e-10] []
352000 [8.89e-07, 3.27e-06, 1.53e-06, 8.51e-07, 2.69e-07, 7.31e-08, 7.47e-14, 4.54e-08, 3.30e-07, 5.17e-07, 4.25e-07, 7.36e-07, 8.31e-08, 1.19e-08, 0.00e+00] [8.89e-07, 3.27e-06, 1.53e-06, 8.51e-07, 2.69e-07, 7.31e-08, 7.47e-14, 4.54e-08, 3.30e-07, 5.17e-07, 4.25e-07, 7.36e-07, 8.31e-08, 1.19e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.903397 s
Training model...
Step Train loss Test loss Test metric
352000 [8.89e-07, 3.27e-06, 1.53e-06, 8.51e-07, 2.69e-07, 7.31e-08, 7.47e-14, 4.54e-08, 3.30e-07, 5.17e-07, 4.25e-07, 7.36e-07, 8.31e-08, 1.19e-08, 0.00e+00] [8.89e-07, 3.27e-06, 1.53e-06, 8.51e-07, 2.69e-07, 7.31e-08, 7.47e-14, 4.54e-08, 3.30e-07, 5.17e-07, 4.25e-07, 7.36e-07, 8.31e-08, 1.19e-08, 0.00e+00] []
354000 [5.41e-05, 1.24e-05, 3.61e-05, 2.86e-05, 2.81e-05, 2.97e-05, 7.84e-06, 3.05e-05, 5.13e-05, 2.09e-05, 2.38e-05, 2.50e-04, 1.22e-05, 5.64e-06, 1.84e-07] [5.41e-05, 1.24e-05, 3.61e-05, 2.86e-05, 2.81e-05, 2.97e-05, 7.84e-06, 3.05e-05, 5.13e-05, 2.09e-05, 2.38e-05, 2.50e-04, 1.22e-05, 5.64e-06, 1.84e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.351945 s
Training model...
Step Train loss Test loss Test metric
354000 [5.41e-05, 1.24e-05, 3.61e-05, 2.86e-05, 2.81e-05, 2.97e-05, 7.84e-06, 3.05e-05, 5.13e-05, 2.09e-05, 2.38e-05, 2.50e-04, 1.22e-05, 5.64e-06, 1.84e-07] [5.41e-05, 1.24e-05, 3.61e-05, 2.86e-05, 2.81e-05, 2.97e-05, 7.84e-06, 3.05e-05, 5.13e-05, 2.09e-05, 2.38e-05, 2.50e-04, 1.22e-05, 5.64e-06, 1.84e-07] []
356000 [1.15e-06, 2.79e-06, 1.78e-06, 1.51e-06, 3.55e-09, 4.29e-09, 4.80e-06, 4.11e-07, 5.72e-07, 1.18e-06, 2.32e-06, 3.90e-07, 9.73e-12, 0.00e+00, 0.00e+00] [1.15e-06, 2.79e-06, 1.78e-06, 1.51e-06, 3.55e-09, 4.29e-09, 4.80e-06, 4.11e-07, 5.72e-07, 1.18e-06, 2.32e-06, 3.90e-07, 9.73e-12, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.282998 s
Training model...
Step Train loss Test loss Test metric
356000 [1.15e-06, 2.79e-06, 1.78e-06, 1.51e-06, 3.55e-09, 4.29e-09, 4.80e-06, 4.11e-07, 5.72e-07, 1.18e-06, 2.32e-06, 3.90e-07, 9.73e-12, 0.00e+00, 0.00e+00] [1.15e-06, 2.79e-06, 1.78e-06, 1.51e-06, 3.55e-09, 4.29e-09, 4.80e-06, 4.11e-07, 5.72e-07, 1.18e-06, 2.32e-06, 3.90e-07, 9.73e-12, 0.00e+00, 0.00e+00] []
358000 [4.85e-06, 7.25e-06, 5.34e-06, 1.22e-06, 1.65e-06, 2.82e-06, 1.56e-08, 1.83e-06, 2.97e-06, 1.88e-06, 4.45e-06, 1.70e-05, 7.96e-07, 3.23e-07, 4.52e-11] [4.85e-06, 7.25e-06, 5.34e-06, 1.22e-06, 1.65e-06, 2.82e-06, 1.56e-08, 1.83e-06, 2.97e-06, 1.88e-06, 4.45e-06, 1.70e-05, 7.96e-07, 3.23e-07, 4.52e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.022489 s
Training model...
Step Train loss Test loss Test metric
358000 [4.85e-06, 7.25e-06, 5.34e-06, 1.22e-06, 1.65e-06, 2.82e-06, 1.56e-08, 1.83e-06, 2.97e-06, 1.88e-06, 4.45e-06, 1.70e-05, 7.96e-07, 3.23e-07, 4.52e-11] [4.85e-06, 7.25e-06, 5.34e-06, 1.22e-06, 1.65e-06, 2.82e-06, 1.56e-08, 1.83e-06, 2.97e-06, 1.88e-06, 4.45e-06, 1.70e-05, 7.96e-07, 3.23e-07, 4.52e-11] []
360000 [1.33e-06, 2.20e-06, 2.53e-06, 8.09e-07, 8.20e-07, 5.59e-07, 1.61e-07, 2.25e-07, 1.61e-07, 1.17e-06, 1.41e-06, 4.03e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.33e-06, 2.20e-06, 2.53e-06, 8.09e-07, 8.20e-07, 5.59e-07, 1.61e-07, 2.25e-07, 1.61e-07, 1.17e-06, 1.41e-06, 4.03e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.887276 s
Training model...
Step Train loss Test loss Test metric
360000 [1.33e-06, 2.20e-06, 2.53e-06, 8.09e-07, 8.20e-07, 5.59e-07, 1.61e-07, 2.25e-07, 1.61e-07, 1.17e-06, 1.41e-06, 4.03e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.33e-06, 2.20e-06, 2.53e-06, 8.09e-07, 8.20e-07, 5.59e-07, 1.61e-07, 2.25e-07, 1.61e-07, 1.17e-06, 1.41e-06, 4.03e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
362000 [2.90e-05, 8.38e-06, 1.91e-05, 1.44e-05, 1.58e-05, 6.56e-06, 4.71e-07, 6.83e-06, 1.25e-05, 1.27e-05, 5.78e-06, 7.69e-05, 6.78e-06, 1.19e-06, 0.00e+00] [2.90e-05, 8.38e-06, 1.91e-05, 1.44e-05, 1.58e-05, 6.56e-06, 4.71e-07, 6.83e-06, 1.25e-05, 1.27e-05, 5.78e-06, 7.69e-05, 6.78e-06, 1.19e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.117298 s
Training model...
Step Train loss Test loss Test metric
362000 [2.90e-05, 8.38e-06, 1.91e-05, 1.44e-05, 1.58e-05, 6.56e-06, 4.71e-07, 6.83e-06, 1.25e-05, 1.27e-05, 5.78e-06, 7.69e-05, 6.78e-06, 1.19e-06, 0.00e+00] [2.90e-05, 8.38e-06, 1.91e-05, 1.44e-05, 1.58e-05, 6.56e-06, 4.71e-07, 6.83e-06, 1.25e-05, 1.27e-05, 5.78e-06, 7.69e-05, 6.78e-06, 1.19e-06, 0.00e+00] []
364000 [7.66e-05, 1.52e-05, 5.01e-05, 3.51e-05, 3.93e-05, 2.70e-05, 4.49e-06, 2.91e-05, 5.01e-05, 3.07e-05, 2.22e-05, 2.59e-04, 1.72e-05, 5.02e-06, 1.29e-07] [7.66e-05, 1.52e-05, 5.01e-05, 3.51e-05, 3.93e-05, 2.70e-05, 4.49e-06, 2.91e-05, 5.01e-05, 3.07e-05, 2.22e-05, 2.59e-04, 1.72e-05, 5.02e-06, 1.29e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.546946 s
Training model...
Step Train loss Test loss Test metric
364000 [7.66e-05, 1.52e-05, 5.01e-05, 3.51e-05, 3.93e-05, 2.70e-05, 4.49e-06, 2.91e-05, 5.01e-05, 3.07e-05, 2.22e-05, 2.59e-04, 1.72e-05, 5.02e-06, 1.29e-07] [7.66e-05, 1.52e-05, 5.01e-05, 3.51e-05, 3.93e-05, 2.70e-05, 4.49e-06, 2.91e-05, 5.01e-05, 3.07e-05, 2.22e-05, 2.59e-04, 1.72e-05, 5.02e-06, 1.29e-07] []
366000 [5.74e-05, 1.05e-05, 4.19e-05, 2.03e-05, 3.25e-05, 2.15e-05, 5.80e-07, 1.52e-05, 2.39e-05, 3.04e-05, 1.79e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00] [5.74e-05, 1.05e-05, 4.19e-05, 2.03e-05, 3.25e-05, 2.15e-05, 5.80e-07, 1.52e-05, 2.39e-05, 3.04e-05, 1.79e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.896187 s
Training model...
Step Train loss Test loss Test metric
366000 [5.74e-05, 1.05e-05, 4.19e-05, 2.03e-05, 3.25e-05, 2.15e-05, 5.80e-07, 1.52e-05, 2.39e-05, 3.04e-05, 1.79e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00] [5.74e-05, 1.05e-05, 4.19e-05, 2.03e-05, 3.25e-05, 2.15e-05, 5.80e-07, 1.52e-05, 2.39e-05, 3.04e-05, 1.79e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
368000 [3.71e-06, 5.13e-06, 3.62e-06, 1.74e-06, 1.71e-06, 1.01e-06, 1.31e-06, 8.67e-07, 3.25e-06, 1.21e-06, 2.20e-06, 1.24e-05, 5.19e-07, 1.37e-07, 1.74e-08] [3.71e-06, 5.13e-06, 3.62e-06, 1.74e-06, 1.71e-06, 1.01e-06, 1.31e-06, 8.67e-07, 3.25e-06, 1.21e-06, 2.20e-06, 1.24e-05, 5.19e-07, 1.37e-07, 1.74e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.820909 s
Training model...
Step Train loss Test loss Test metric
368000 [3.71e-06, 5.13e-06, 3.62e-06, 1.74e-06, 1.71e-06, 1.01e-06, 1.31e-06, 8.67e-07, 3.25e-06, 1.21e-06, 2.20e-06, 1.24e-05, 5.19e-07, 1.37e-07, 1.74e-08] [3.71e-06, 5.13e-06, 3.62e-06, 1.74e-06, 1.71e-06, 1.01e-06, 1.31e-06, 8.67e-07, 3.25e-06, 1.21e-06, 2.20e-06, 1.24e-05, 5.19e-07, 1.37e-07, 1.74e-08] []
370000 [9.16e-05, 2.90e-05, 5.61e-05, 1.89e-05, 6.68e-05, 6.00e-05, 1.56e-05, 7.34e-06, 1.13e-05, 2.74e-05, 3.85e-05, 1.13e-04, 1.96e-05, 3.57e-06, 0.00e+00] [9.16e-05, 2.90e-05, 5.61e-05, 1.89e-05, 6.68e-05, 6.00e-05, 1.56e-05, 7.34e-06, 1.13e-05, 2.74e-05, 3.85e-05, 1.13e-04, 1.96e-05, 3.57e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.969792 s
Training model...
Step Train loss Test loss Test metric
370000 [9.16e-05, 2.90e-05, 5.61e-05, 1.89e-05, 6.68e-05, 6.00e-05, 1.56e-05, 7.34e-06, 1.13e-05, 2.74e-05, 3.85e-05, 1.13e-04, 1.96e-05, 3.57e-06, 0.00e+00] [9.16e-05, 2.90e-05, 5.61e-05, 1.89e-05, 6.68e-05, 6.00e-05, 1.56e-05, 7.34e-06, 1.13e-05, 2.74e-05, 3.85e-05, 1.13e-04, 1.96e-05, 3.57e-06, 0.00e+00] []
372000 [5.13e-05, 1.97e-05, 3.48e-05, 3.15e-05, 9.34e-06, 1.04e-04, 1.74e-04, 1.10e-04, 1.99e-04, 2.36e-05, 7.52e-05, 5.97e-04, 1.96e-05, 1.99e-05, 0.00e+00] [5.13e-05, 1.97e-05, 3.48e-05, 3.15e-05, 9.34e-06, 1.04e-04, 1.74e-04, 1.10e-04, 1.99e-04, 2.36e-05, 7.52e-05, 5.97e-04, 1.96e-05, 1.99e-05, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.621497 s
Training model...
Step Train loss Test loss Test metric
372000 [5.13e-05, 1.97e-05, 3.48e-05, 3.15e-05, 9.34e-06, 1.04e-04, 1.74e-04, 1.10e-04, 1.99e-04, 2.36e-05, 7.52e-05, 5.97e-04, 1.96e-05, 1.99e-05, 0.00e+00] [5.13e-05, 1.97e-05, 3.48e-05, 3.15e-05, 9.34e-06, 1.04e-04, 1.74e-04, 1.10e-04, 1.99e-04, 2.36e-05, 7.52e-05, 5.97e-04, 1.96e-05, 1.99e-05, 0.00e+00] []
374000 [2.81e-06, 1.36e-06, 3.50e-06, 8.46e-07, 8.05e-07, 1.93e-07, 1.98e-06, 5.20e-07, 1.75e-06, 1.35e-06, 6.38e-07, 3.15e-06, 0.00e+00, 0.00e+00, 2.23e-08] [2.81e-06, 1.36e-06, 3.50e-06, 8.46e-07, 8.05e-07, 1.93e-07, 1.98e-06, 5.20e-07, 1.75e-06, 1.35e-06, 6.38e-07, 3.15e-06, 0.00e+00, 0.00e+00, 2.23e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.272055 s
Training model...
Step Train loss Test loss Test metric
374000 [2.81e-06, 1.36e-06, 3.50e-06, 8.46e-07, 8.05e-07, 1.93e-07, 1.98e-06, 5.20e-07, 1.75e-06, 1.35e-06, 6.38e-07, 3.15e-06, 0.00e+00, 0.00e+00, 2.23e-08] [2.81e-06, 1.36e-06, 3.50e-06, 8.46e-07, 8.05e-07, 1.93e-07, 1.98e-06, 5.20e-07, 1.75e-06, 1.35e-06, 6.38e-07, 3.15e-06, 0.00e+00, 0.00e+00, 2.23e-08] []
376000 [2.14e-06, 1.92e-06, 3.14e-06, 8.05e-07, 8.17e-07, 9.54e-07, 7.84e-08, 4.50e-07, 7.24e-07, 1.49e-06, 1.26e-06, 6.42e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.14e-06, 1.92e-06, 3.14e-06, 8.05e-07, 8.17e-07, 9.54e-07, 7.84e-08, 4.50e-07, 7.24e-07, 1.49e-06, 1.26e-06, 6.42e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.454431 s
Training model...
Step Train loss Test loss Test metric
376000 [2.14e-06, 1.92e-06, 3.14e-06, 8.05e-07, 8.17e-07, 9.54e-07, 7.84e-08, 4.50e-07, 7.24e-07, 1.49e-06, 1.26e-06, 6.42e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.14e-06, 1.92e-06, 3.14e-06, 8.05e-07, 8.17e-07, 9.54e-07, 7.84e-08, 4.50e-07, 7.24e-07, 1.49e-06, 1.26e-06, 6.42e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
378000 [9.53e-06, 3.46e-06, 1.13e-05, 4.65e-06, 5.62e-06, 8.31e-06, 1.57e-06, 6.30e-06, 1.35e-05, 1.39e-05, 8.53e-06, 8.68e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.53e-06, 3.46e-06, 1.13e-05, 4.65e-06, 5.62e-06, 8.31e-06, 1.57e-06, 6.30e-06, 1.35e-05, 1.39e-05, 8.53e-06, 8.68e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.767316 s
Training model...
Step Train loss Test loss Test metric
378000 [9.53e-06, 3.46e-06, 1.13e-05, 4.65e-06, 5.62e-06, 8.31e-06, 1.57e-06, 6.30e-06, 1.35e-05, 1.39e-05, 8.53e-06, 8.68e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.53e-06, 3.46e-06, 1.13e-05, 4.65e-06, 5.62e-06, 8.31e-06, 1.57e-06, 6.30e-06, 1.35e-05, 1.39e-05, 8.53e-06, 8.68e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
380000 [8.94e-07, 2.04e-06, 2.34e-06, 5.62e-07, 4.72e-07, 1.43e-07, 1.27e-08, 1.81e-07, 3.90e-07, 1.08e-06, 7.28e-07, 1.99e-06, 0.00e+00, 0.00e+00, 0.00e+00] [8.94e-07, 2.04e-06, 2.34e-06, 5.62e-07, 4.72e-07, 1.43e-07, 1.27e-08, 1.81e-07, 3.90e-07, 1.08e-06, 7.28e-07, 1.99e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.525135 s
Training model...
Step Train loss Test loss Test metric
380000 [8.94e-07, 2.04e-06, 2.34e-06, 5.62e-07, 4.72e-07, 1.43e-07, 1.27e-08, 1.81e-07, 3.90e-07, 1.08e-06, 7.28e-07, 1.99e-06, 0.00e+00, 0.00e+00, 0.00e+00] [8.94e-07, 2.04e-06, 2.34e-06, 5.62e-07, 4.72e-07, 1.43e-07, 1.27e-08, 1.81e-07, 3.90e-07, 1.08e-06, 7.28e-07, 1.99e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
382000 [2.80e-06, 3.10e-06, 1.98e-06, 1.53e-06, 1.09e-06, 6.24e-07, 3.62e-07, 6.69e-07, 1.21e-06, 1.18e-06, 8.97e-07, 5.64e-06, 4.30e-07, 4.19e-08, 0.00e+00] [2.80e-06, 3.10e-06, 1.98e-06, 1.53e-06, 1.09e-06, 6.24e-07, 3.62e-07, 6.69e-07, 1.21e-06, 1.18e-06, 8.97e-07, 5.64e-06, 4.30e-07, 4.19e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.196694 s
Training model...
Step Train loss Test loss Test metric
382000 [2.80e-06, 3.10e-06, 1.98e-06, 1.53e-06, 1.09e-06, 6.24e-07, 3.62e-07, 6.69e-07, 1.21e-06, 1.18e-06, 8.97e-07, 5.64e-06, 4.30e-07, 4.19e-08, 0.00e+00] [2.80e-06, 3.10e-06, 1.98e-06, 1.53e-06, 1.09e-06, 6.24e-07, 3.62e-07, 6.69e-07, 1.21e-06, 1.18e-06, 8.97e-07, 5.64e-06, 4.30e-07, 4.19e-08, 0.00e+00] []
384000 [2.13e-06, 5.96e-06, 4.27e-06, 9.42e-07, 1.13e-07, 9.10e-07, 3.09e-06, 5.85e-07, 1.42e-06, 2.69e-06, 2.26e-06, 3.12e-06, 7.10e-08, 9.33e-08, 4.56e-08] [2.13e-06, 5.96e-06, 4.27e-06, 9.42e-07, 1.13e-07, 9.10e-07, 3.09e-06, 5.85e-07, 1.42e-06, 2.69e-06, 2.26e-06, 3.12e-06, 7.10e-08, 9.33e-08, 4.56e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.622530 s
Training model...
Step Train loss Test loss Test metric
384000 [2.13e-06, 5.96e-06, 4.27e-06, 9.42e-07, 1.13e-07, 9.10e-07, 3.09e-06, 5.85e-07, 1.42e-06, 2.69e-06, 2.26e-06, 3.12e-06, 7.10e-08, 9.33e-08, 4.56e-08] [2.13e-06, 5.96e-06, 4.27e-06, 9.42e-07, 1.13e-07, 9.10e-07, 3.09e-06, 5.85e-07, 1.42e-06, 2.69e-06, 2.26e-06, 3.12e-06, 7.10e-08, 9.33e-08, 4.56e-08] []
386000 [6.40e-06, 6.58e-06, 4.89e-06, 3.44e-06, 3.44e-06, 2.62e-06, 4.83e-06, 2.96e-06, 7.05e-06, 2.70e-06, 3.84e-06, 2.96e-05, 1.83e-06, 4.38e-07, 0.00e+00] [6.40e-06, 6.58e-06, 4.89e-06, 3.44e-06, 3.44e-06, 2.62e-06, 4.83e-06, 2.96e-06, 7.05e-06, 2.70e-06, 3.84e-06, 2.96e-05, 1.83e-06, 4.38e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.564262 s
Training model...
Step Train loss Test loss Test metric
386000 [6.40e-06, 6.58e-06, 4.89e-06, 3.44e-06, 3.44e-06, 2.62e-06, 4.83e-06, 2.96e-06, 7.05e-06, 2.70e-06, 3.84e-06, 2.96e-05, 1.83e-06, 4.38e-07, 0.00e+00] [6.40e-06, 6.58e-06, 4.89e-06, 3.44e-06, 3.44e-06, 2.62e-06, 4.83e-06, 2.96e-06, 7.05e-06, 2.70e-06, 3.84e-06, 2.96e-05, 1.83e-06, 4.38e-07, 0.00e+00] []
388000 [4.06e-06, 3.86e-06, 7.33e-06, 3.55e-06, 1.94e-06, 5.36e-06, 1.24e-06, 4.59e-06, 4.70e-06, 1.21e-05, 6.83e-06, 5.57e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.06e-06, 3.86e-06, 7.33e-06, 3.55e-06, 1.94e-06, 5.36e-06, 1.24e-06, 4.59e-06, 4.70e-06, 1.21e-05, 6.83e-06, 5.57e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.939148 s
Training model...
Step Train loss Test loss Test metric
388000 [4.06e-06, 3.86e-06, 7.33e-06, 3.55e-06, 1.94e-06, 5.36e-06, 1.24e-06, 4.59e-06, 4.70e-06, 1.21e-05, 6.83e-06, 5.57e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.06e-06, 3.86e-06, 7.33e-06, 3.55e-06, 1.94e-06, 5.36e-06, 1.24e-06, 4.59e-06, 4.70e-06, 1.21e-05, 6.83e-06, 5.57e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
390000 [2.40e-06, 1.50e-06, 3.64e-06, 5.85e-07, 1.09e-06, 2.99e-09, 1.27e-06, 2.63e-07, 1.56e-06, 1.22e-06, 9.99e-07, 1.07e-06, 0.00e+00, 1.41e-11, 0.00e+00] [2.40e-06, 1.50e-06, 3.64e-06, 5.85e-07, 1.09e-06, 2.99e-09, 1.27e-06, 2.63e-07, 1.56e-06, 1.22e-06, 9.99e-07, 1.07e-06, 0.00e+00, 1.41e-11, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.681289 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
390000 [2.40e-06, 1.50e-06, 3.64e-06, 5.85e-07, 1.09e-06, 2.99e-09, 1.27e-06, 2.63e-07, 1.56e-06, 1.22e-06, 9.99e-07, 1.07e-06, 0.00e+00, 1.41e-11, 0.00e+00] [2.40e-06, 1.50e-06, 3.64e-06, 5.85e-07, 1.09e-06, 2.99e-09, 1.27e-06, 2.63e-07, 1.56e-06, 1.22e-06, 9.99e-07, 1.07e-06, 0.00e+00, 1.41e-11, 0.00e+00] []
392000 [2.76e-05, 1.56e-05, 1.10e-05, 1.15e-05, 1.24e-05, 1.16e-05, 2.94e-04, 1.07e-05, 2.68e-05, 6.13e-06, 2.50e-05, 1.32e-04, 4.05e-06, 2.08e-06, 0.00e+00] [2.76e-05, 1.56e-05, 1.10e-05, 1.15e-05, 1.24e-05, 1.16e-05, 2.94e-04, 1.07e-05, 2.68e-05, 6.13e-06, 2.50e-05, 1.32e-04, 4.05e-06, 2.08e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.617464 s
Training model...
Step Train loss Test loss Test metric
392000 [2.76e-05, 1.56e-05, 1.10e-05, 1.15e-05, 1.24e-05, 1.16e-05, 2.94e-04, 1.07e-05, 2.68e-05, 6.13e-06, 2.50e-05, 1.32e-04, 4.05e-06, 2.08e-06, 0.00e+00] [2.76e-05, 1.56e-05, 1.10e-05, 1.15e-05, 1.24e-05, 1.16e-05, 2.94e-04, 1.07e-05, 2.68e-05, 6.13e-06, 2.50e-05, 1.32e-04, 4.05e-06, 2.08e-06, 0.00e+00] []
394000 [6.89e-06, 1.98e-06, 6.22e-06, 2.26e-06, 4.24e-06, 2.55e-06, 2.79e-07, 2.42e-06, 3.39e-06, 3.12e-06, 2.03e-06, 1.67e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.89e-06, 1.98e-06, 6.22e-06, 2.26e-06, 4.24e-06, 2.55e-06, 2.79e-07, 2.42e-06, 3.39e-06, 3.12e-06, 2.03e-06, 1.67e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.079998 s
Training model...
Step Train loss Test loss Test metric
394000 [6.89e-06, 1.98e-06, 6.22e-06, 2.26e-06, 4.24e-06, 2.55e-06, 2.79e-07, 2.42e-06, 3.39e-06, 3.12e-06, 2.03e-06, 1.67e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.89e-06, 1.98e-06, 6.22e-06, 2.26e-06, 4.24e-06, 2.55e-06, 2.79e-07, 2.42e-06, 3.39e-06, 3.12e-06, 2.03e-06, 1.67e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
396000 [7.31e-07, 1.42e-06, 1.60e-06, 3.09e-07, 1.65e-07, 5.02e-08, 6.03e-09, 3.90e-08, 1.41e-07, 6.32e-07, 5.24e-07, 6.53e-07, 0.00e+00, 0.00e+00, 0.00e+00] [7.31e-07, 1.42e-06, 1.60e-06, 3.09e-07, 1.65e-07, 5.02e-08, 6.03e-09, 3.90e-08, 1.41e-07, 6.32e-07, 5.24e-07, 6.53e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.116397 s
Training model...
Step Train loss Test loss Test metric
396000 [7.31e-07, 1.42e-06, 1.60e-06, 3.09e-07, 1.65e-07, 5.02e-08, 6.03e-09, 3.90e-08, 1.41e-07, 6.32e-07, 5.24e-07, 6.53e-07, 0.00e+00, 0.00e+00, 0.00e+00] [7.31e-07, 1.42e-06, 1.60e-06, 3.09e-07, 1.65e-07, 5.02e-08, 6.03e-09, 3.90e-08, 1.41e-07, 6.32e-07, 5.24e-07, 6.53e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
398000 [3.02e-06, 2.21e-06, 3.36e-06, 1.48e-06, 4.11e-07, 4.21e-07, 1.65e-06, 5.80e-08, 1.67e-06, 8.88e-07, 3.22e-06, 5.59e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.02e-06, 2.21e-06, 3.36e-06, 1.48e-06, 4.11e-07, 4.21e-07, 1.65e-06, 5.80e-08, 1.67e-06, 8.88e-07, 3.22e-06, 5.59e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.301516 s
Training model...
Step Train loss Test loss Test metric
398000 [3.02e-06, 2.21e-06, 3.36e-06, 1.48e-06, 4.11e-07, 4.21e-07, 1.65e-06, 5.80e-08, 1.67e-06, 8.88e-07, 3.22e-06, 5.59e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.02e-06, 2.21e-06, 3.36e-06, 1.48e-06, 4.11e-07, 4.21e-07, 1.65e-06, 5.80e-08, 1.67e-06, 8.88e-07, 3.22e-06, 5.59e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
400000 [3.53e-06, 3.00e-06, 2.55e-06, 2.30e-06, 2.29e-06, 9.77e-07, 5.87e-11, 8.24e-07, 1.60e-06, 2.21e-06, 1.11e-06, 1.07e-05, 7.67e-07, 1.57e-07, 0.00e+00] [3.53e-06, 3.00e-06, 2.55e-06, 2.30e-06, 2.29e-06, 9.77e-07, 5.87e-11, 8.24e-07, 1.60e-06, 2.21e-06, 1.11e-06, 1.07e-05, 7.67e-07, 1.57e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.831405 s
Training model...
Step Train loss Test loss Test metric
400000 [3.53e-06, 3.00e-06, 2.55e-06, 2.30e-06, 2.29e-06, 9.77e-07, 5.87e-11, 8.24e-07, 1.60e-06, 2.21e-06, 1.11e-06, 1.07e-05, 7.67e-07, 1.57e-07, 0.00e+00] [3.53e-06, 3.00e-06, 2.55e-06, 2.30e-06, 2.29e-06, 9.77e-07, 5.87e-11, 8.24e-07, 1.60e-06, 2.21e-06, 1.11e-06, 1.07e-05, 7.67e-07, 1.57e-07, 0.00e+00] []
402000 [4.93e-06, 3.72e-06, 3.62e-06, 3.20e-06, 2.49e-06, 9.35e-07, 1.92e-06, 7.08e-09, 4.84e-07, 2.12e-06, 7.92e-07, 4.03e-06, 5.10e-07, 4.90e-08, 1.40e-08] [4.93e-06, 3.72e-06, 3.62e-06, 3.20e-06, 2.49e-06, 9.35e-07, 1.92e-06, 7.08e-09, 4.84e-07, 2.12e-06, 7.92e-07, 4.03e-06, 5.10e-07, 4.90e-08, 1.40e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.507880 s
Training model...
Step Train loss Test loss Test metric
402000 [4.93e-06, 3.72e-06, 3.62e-06, 3.20e-06, 2.49e-06, 9.35e-07, 1.92e-06, 7.08e-09, 4.84e-07, 2.12e-06, 7.92e-07, 4.03e-06, 5.10e-07, 4.90e-08, 1.40e-08] [4.93e-06, 3.72e-06, 3.62e-06, 3.20e-06, 2.49e-06, 9.35e-07, 1.92e-06, 7.08e-09, 4.84e-07, 2.12e-06, 7.92e-07, 4.03e-06, 5.10e-07, 4.90e-08, 1.40e-08] []
404000 [1.07e-05, 8.47e-06, 7.19e-06, 4.50e-06, 7.88e-06, 3.53e-06, 8.00e-10, 7.07e-06, 1.03e-05, 4.38e-06, 9.00e-06, 4.66e-05, 2.57e-06, 6.05e-07, 0.00e+00] [1.07e-05, 8.47e-06, 7.19e-06, 4.50e-06, 7.88e-06, 3.53e-06, 8.00e-10, 7.07e-06, 1.03e-05, 4.38e-06, 9.00e-06, 4.66e-05, 2.57e-06, 6.05e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.477464 s
Training model...
Step Train loss Test loss Test metric
404000 [1.07e-05, 8.47e-06, 7.19e-06, 4.50e-06, 7.88e-06, 3.53e-06, 8.00e-10, 7.07e-06, 1.03e-05, 4.38e-06, 9.00e-06, 4.66e-05, 2.57e-06, 6.05e-07, 0.00e+00] [1.07e-05, 8.47e-06, 7.19e-06, 4.50e-06, 7.88e-06, 3.53e-06, 8.00e-10, 7.07e-06, 1.03e-05, 4.38e-06, 9.00e-06, 4.66e-05, 2.57e-06, 6.05e-07, 0.00e+00] []
406000 [8.97e-06, 3.99e-06, 4.85e-06, 4.80e-06, 4.85e-06, 1.97e-06, 8.78e-07, 3.53e-06, 6.51e-06, 3.37e-06, 2.00e-06, 2.03e-05, 1.22e-06, 2.13e-07, 5.91e-09] [8.97e-06, 3.99e-06, 4.85e-06, 4.80e-06, 4.85e-06, 1.97e-06, 8.78e-07, 3.53e-06, 6.51e-06, 3.37e-06, 2.00e-06, 2.03e-05, 1.22e-06, 2.13e-07, 5.91e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.788833 s
Training model...
Step Train loss Test loss Test metric
406000 [8.97e-06, 3.99e-06, 4.85e-06, 4.80e-06, 4.85e-06, 1.97e-06, 8.78e-07, 3.53e-06, 6.51e-06, 3.37e-06, 2.00e-06, 2.03e-05, 1.22e-06, 2.13e-07, 5.91e-09] [8.97e-06, 3.99e-06, 4.85e-06, 4.80e-06, 4.85e-06, 1.97e-06, 8.78e-07, 3.53e-06, 6.51e-06, 3.37e-06, 2.00e-06, 2.03e-05, 1.22e-06, 2.13e-07, 5.91e-09] []
408000 [7.46e-05, 1.31e-05, 5.51e-05, 2.69e-05, 4.70e-05, 2.72e-05, 3.72e-07, 2.26e-05, 3.40e-05, 4.07e-05, 1.94e-05, 2.46e-04, 0.00e+00, 0.00e+00, 0.00e+00] [7.46e-05, 1.31e-05, 5.51e-05, 2.69e-05, 4.70e-05, 2.72e-05, 3.72e-07, 2.26e-05, 3.40e-05, 4.07e-05, 1.94e-05, 2.46e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.982158 s
Training model...
Step Train loss Test loss Test metric
408000 [7.46e-05, 1.31e-05, 5.51e-05, 2.69e-05, 4.70e-05, 2.72e-05, 3.72e-07, 2.26e-05, 3.40e-05, 4.07e-05, 1.94e-05, 2.46e-04, 0.00e+00, 0.00e+00, 0.00e+00] [7.46e-05, 1.31e-05, 5.51e-05, 2.69e-05, 4.70e-05, 2.72e-05, 3.72e-07, 2.26e-05, 3.40e-05, 4.07e-05, 1.94e-05, 2.46e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
410000 [5.20e-06, 4.24e-06, 3.36e-06, 2.71e-06, 2.14e-06, 1.70e-06, 1.47e-06, 1.92e-06, 3.62e-06, 1.55e-06, 1.76e-06, 1.10e-05, 8.07e-07, 1.41e-07, 1.68e-08] [5.20e-06, 4.24e-06, 3.36e-06, 2.71e-06, 2.14e-06, 1.70e-06, 1.47e-06, 1.92e-06, 3.62e-06, 1.55e-06, 1.76e-06, 1.10e-05, 8.07e-07, 1.41e-07, 1.68e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.341526 s
Training model...
Step Train loss Test loss Test metric
410000 [5.20e-06, 4.24e-06, 3.36e-06, 2.71e-06, 2.14e-06, 1.70e-06, 1.47e-06, 1.92e-06, 3.62e-06, 1.55e-06, 1.76e-06, 1.10e-05, 8.07e-07, 1.41e-07, 1.68e-08] [5.20e-06, 4.24e-06, 3.36e-06, 2.71e-06, 2.14e-06, 1.70e-06, 1.47e-06, 1.92e-06, 3.62e-06, 1.55e-06, 1.76e-06, 1.10e-05, 8.07e-07, 1.41e-07, 1.68e-08] []
412000 [1.46e-05, 1.18e-05, 1.63e-05, 4.97e-06, 3.87e-07, 6.76e-07, 9.44e-09, 1.85e-06, 1.02e-05, 6.16e-06, 5.10e-06, 3.05e-06, 0.00e+00, 1.00e-07, 4.38e-09] [1.46e-05, 1.18e-05, 1.63e-05, 4.97e-06, 3.87e-07, 6.76e-07, 9.44e-09, 1.85e-06, 1.02e-05, 6.16e-06, 5.10e-06, 3.05e-06, 0.00e+00, 1.00e-07, 4.38e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.210490 s
Training model...
Step Train loss Test loss Test metric
412000 [1.46e-05, 1.18e-05, 1.63e-05, 4.97e-06, 3.87e-07, 6.76e-07, 9.44e-09, 1.85e-06, 1.02e-05, 6.16e-06, 5.10e-06, 3.05e-06, 0.00e+00, 1.00e-07, 4.38e-09] [1.46e-05, 1.18e-05, 1.63e-05, 4.97e-06, 3.87e-07, 6.76e-07, 9.44e-09, 1.85e-06, 1.02e-05, 6.16e-06, 5.10e-06, 3.05e-06, 0.00e+00, 1.00e-07, 4.38e-09] []
414000 [1.34e-06, 2.61e-06, 2.99e-06, 1.44e-06, 8.49e-08, 3.67e-08, 5.24e-08, 1.00e-07, 3.24e-07, 1.02e-06, 8.93e-07, 3.70e-07, 0.00e+00, 3.35e-09, 0.00e+00] [1.34e-06, 2.61e-06, 2.99e-06, 1.44e-06, 8.49e-08, 3.67e-08, 5.24e-08, 1.00e-07, 3.24e-07, 1.02e-06, 8.93e-07, 3.70e-07, 0.00e+00, 3.35e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.679362 s
Training model...
Step Train loss Test loss Test metric
414000 [1.34e-06, 2.61e-06, 2.99e-06, 1.44e-06, 8.49e-08, 3.67e-08, 5.24e-08, 1.00e-07, 3.24e-07, 1.02e-06, 8.93e-07, 3.70e-07, 0.00e+00, 3.35e-09, 0.00e+00] [1.34e-06, 2.61e-06, 2.99e-06, 1.44e-06, 8.49e-08, 3.67e-08, 5.24e-08, 1.00e-07, 3.24e-07, 1.02e-06, 8.93e-07, 3.70e-07, 0.00e+00, 3.35e-09, 0.00e+00] []
416000 [3.66e-06, 2.97e-06, 5.03e-06, 1.98e-06, 1.73e-06, 1.12e-06, 2.47e-06, 9.72e-07, 1.64e-06, 2.72e-06, 1.29e-06, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.66e-06, 2.97e-06, 5.03e-06, 1.98e-06, 1.73e-06, 1.12e-06, 2.47e-06, 9.72e-07, 1.64e-06, 2.72e-06, 1.29e-06, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.145416 s
Training model...
Step Train loss Test loss Test metric
416000 [3.66e-06, 2.97e-06, 5.03e-06, 1.98e-06, 1.73e-06, 1.12e-06, 2.47e-06, 9.72e-07, 1.64e-06, 2.72e-06, 1.29e-06, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.66e-06, 2.97e-06, 5.03e-06, 1.98e-06, 1.73e-06, 1.12e-06, 2.47e-06, 9.72e-07, 1.64e-06, 2.72e-06, 1.29e-06, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
418000 [1.20e-05, 9.63e-06, 8.36e-06, 3.76e-06, 5.89e-06, 1.25e-05, 7.97e-06, 4.32e-06, 1.14e-05, 3.37e-06, 8.40e-06, 4.82e-05, 1.20e-06, 1.70e-06, 0.00e+00] [1.20e-05, 9.63e-06, 8.36e-06, 3.76e-06, 5.89e-06, 1.25e-05, 7.97e-06, 4.32e-06, 1.14e-05, 3.37e-06, 8.40e-06, 4.82e-05, 1.20e-06, 1.70e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.808211 s
Training model...
Step Train loss Test loss Test metric
418000 [1.20e-05, 9.63e-06, 8.36e-06, 3.76e-06, 5.89e-06, 1.25e-05, 7.97e-06, 4.32e-06, 1.14e-05, 3.37e-06, 8.40e-06, 4.82e-05, 1.20e-06, 1.70e-06, 0.00e+00] [1.20e-05, 9.63e-06, 8.36e-06, 3.76e-06, 5.89e-06, 1.25e-05, 7.97e-06, 4.32e-06, 1.14e-05, 3.37e-06, 8.40e-06, 4.82e-05, 1.20e-06, 1.70e-06, 0.00e+00] []
420000 [1.21e-06, 2.52e-06, 3.45e-06, 1.20e-06, 2.98e-07, 9.54e-09, 3.20e-08, 3.97e-09, 9.43e-07, 1.45e-06, 1.44e-06, 4.47e-07, 0.00e+00, 7.19e-10, 8.77e-11] [1.21e-06, 2.52e-06, 3.45e-06, 1.20e-06, 2.98e-07, 9.54e-09, 3.20e-08, 3.97e-09, 9.43e-07, 1.45e-06, 1.44e-06, 4.47e-07, 0.00e+00, 7.19e-10, 8.77e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.249368 s
Training model...
Step Train loss Test loss Test metric
420000 [1.21e-06, 2.52e-06, 3.45e-06, 1.20e-06, 2.98e-07, 9.54e-09, 3.20e-08, 3.97e-09, 9.43e-07, 1.45e-06, 1.44e-06, 4.47e-07, 0.00e+00, 7.19e-10, 8.77e-11] [1.21e-06, 2.52e-06, 3.45e-06, 1.20e-06, 2.98e-07, 9.54e-09, 3.20e-08, 3.97e-09, 9.43e-07, 1.45e-06, 1.44e-06, 4.47e-07, 0.00e+00, 7.19e-10, 8.77e-11] []
422000 [1.86e-06, 3.31e-06, 2.38e-06, 1.16e-06, 9.70e-07, 2.44e-07, 1.85e-06, 5.34e-07, 1.04e-06, 1.37e-06, 8.36e-07, 4.30e-06, 3.48e-07, 4.09e-08, 0.00e+00] [1.86e-06, 3.31e-06, 2.38e-06, 1.16e-06, 9.70e-07, 2.44e-07, 1.85e-06, 5.34e-07, 1.04e-06, 1.37e-06, 8.36e-07, 4.30e-06, 3.48e-07, 4.09e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.711163 s
Training model...
Step Train loss Test loss Test metric
422000 [1.86e-06, 3.31e-06, 2.38e-06, 1.16e-06, 9.70e-07, 2.44e-07, 1.85e-06, 5.34e-07, 1.04e-06, 1.37e-06, 8.36e-07, 4.30e-06, 3.48e-07, 4.09e-08, 0.00e+00] [1.86e-06, 3.31e-06, 2.38e-06, 1.16e-06, 9.70e-07, 2.44e-07, 1.85e-06, 5.34e-07, 1.04e-06, 1.37e-06, 8.36e-07, 4.30e-06, 3.48e-07, 4.09e-08, 0.00e+00] []
424000 [5.97e-06, 6.51e-06, 4.04e-06, 3.32e-06, 2.03e-06, 2.38e-06, 7.71e-06, 1.73e-06, 3.97e-06, 1.80e-06, 2.82e-06, 1.81e-05, 9.08e-07, 3.32e-07, 0.00e+00] [5.97e-06, 6.51e-06, 4.04e-06, 3.32e-06, 2.03e-06, 2.38e-06, 7.71e-06, 1.73e-06, 3.97e-06, 1.80e-06, 2.82e-06, 1.81e-05, 9.08e-07, 3.32e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.620291 s
Training model...
Step Train loss Test loss Test metric
424000 [5.97e-06, 6.51e-06, 4.04e-06, 3.32e-06, 2.03e-06, 2.38e-06, 7.71e-06, 1.73e-06, 3.97e-06, 1.80e-06, 2.82e-06, 1.81e-05, 9.08e-07, 3.32e-07, 0.00e+00] [5.97e-06, 6.51e-06, 4.04e-06, 3.32e-06, 2.03e-06, 2.38e-06, 7.71e-06, 1.73e-06, 3.97e-06, 1.80e-06, 2.82e-06, 1.81e-05, 9.08e-07, 3.32e-07, 0.00e+00] []
426000 [3.69e-06, 4.89e-06, 3.28e-06, 3.13e-06, 6.10e-07, 4.12e-08, 5.11e-06, 1.49e-06, 1.47e-05, 7.73e-07, 7.64e-06, 3.78e-06, 1.11e-07, 2.43e-10, 7.71e-08] [3.69e-06, 4.89e-06, 3.28e-06, 3.13e-06, 6.10e-07, 4.12e-08, 5.11e-06, 1.49e-06, 1.47e-05, 7.73e-07, 7.64e-06, 3.78e-06, 1.11e-07, 2.43e-10, 7.71e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.560298 s
Training model...
Step Train loss Test loss Test metric
426000 [3.69e-06, 4.89e-06, 3.28e-06, 3.13e-06, 6.10e-07, 4.12e-08, 5.11e-06, 1.49e-06, 1.47e-05, 7.73e-07, 7.64e-06, 3.78e-06, 1.11e-07, 2.43e-10, 7.71e-08] [3.69e-06, 4.89e-06, 3.28e-06, 3.13e-06, 6.10e-07, 4.12e-08, 5.11e-06, 1.49e-06, 1.47e-05, 7.73e-07, 7.64e-06, 3.78e-06, 1.11e-07, 2.43e-10, 7.71e-08] []
428000 [3.11e-06, 5.82e-06, 4.15e-06, 1.53e-06, 2.50e-08, 7.65e-07, 6.14e-07, 3.32e-08, 1.66e-06, 2.54e-06, 1.44e-06, 2.67e-06, 5.19e-10, 8.57e-08, 0.00e+00] [3.11e-06, 5.82e-06, 4.15e-06, 1.53e-06, 2.50e-08, 7.65e-07, 6.14e-07, 3.32e-08, 1.66e-06, 2.54e-06, 1.44e-06, 2.67e-06, 5.19e-10, 8.57e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.074728 s
Training model...
Step Train loss Test loss Test metric
428000 [3.11e-06, 5.82e-06, 4.15e-06, 1.53e-06, 2.50e-08, 7.65e-07, 6.14e-07, 3.32e-08, 1.66e-06, 2.54e-06, 1.44e-06, 2.67e-06, 5.19e-10, 8.57e-08, 0.00e+00] [3.11e-06, 5.82e-06, 4.15e-06, 1.53e-06, 2.50e-08, 7.65e-07, 6.14e-07, 3.32e-08, 1.66e-06, 2.54e-06, 1.44e-06, 2.67e-06, 5.19e-10, 8.57e-08, 0.00e+00] []
430000 [8.66e-06, 2.51e-06, 8.60e-06, 5.13e-06, 5.27e-06, 1.21e-06, 1.43e-08, 1.36e-06, 1.95e-06, 4.70e-06, 1.85e-06, 1.85e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.66e-06, 2.51e-06, 8.60e-06, 5.13e-06, 5.27e-06, 1.21e-06, 1.43e-08, 1.36e-06, 1.95e-06, 4.70e-06, 1.85e-06, 1.85e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.219196 s
Training model...
Step Train loss Test loss Test metric
430000 [8.66e-06, 2.51e-06, 8.60e-06, 5.13e-06, 5.27e-06, 1.21e-06, 1.43e-08, 1.36e-06, 1.95e-06, 4.70e-06, 1.85e-06, 1.85e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.66e-06, 2.51e-06, 8.60e-06, 5.13e-06, 5.27e-06, 1.21e-06, 1.43e-08, 1.36e-06, 1.95e-06, 4.70e-06, 1.85e-06, 1.85e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
432000 [1.97e-05, 5.07e-06, 1.47e-05, 1.44e-05, 1.19e-05, 1.98e-05, 1.05e-06, 8.42e-08, 1.03e-05, 1.13e-05, 2.79e-05, 8.53e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.97e-05, 5.07e-06, 1.47e-05, 1.44e-05, 1.19e-05, 1.98e-05, 1.05e-06, 8.42e-08, 1.03e-05, 1.13e-05, 2.79e-05, 8.53e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.776300 s
Training model...
Step Train loss Test loss Test metric
432000 [1.97e-05, 5.07e-06, 1.47e-05, 1.44e-05, 1.19e-05, 1.98e-05, 1.05e-06, 8.42e-08, 1.03e-05, 1.13e-05, 2.79e-05, 8.53e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.97e-05, 5.07e-06, 1.47e-05, 1.44e-05, 1.19e-05, 1.98e-05, 1.05e-06, 8.42e-08, 1.03e-05, 1.13e-05, 2.79e-05, 8.53e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
434000 [4.68e-07, 2.78e-06, 1.54e-06, 8.58e-07, 3.16e-08, 6.48e-08, 1.02e-07, 1.20e-08, 4.21e-07, 6.86e-07, 3.87e-07, 8.83e-07, 1.92e-08, 5.95e-10, 3.04e-10] [4.68e-07, 2.78e-06, 1.54e-06, 8.58e-07, 3.16e-08, 6.48e-08, 1.02e-07, 1.20e-08, 4.21e-07, 6.86e-07, 3.87e-07, 8.83e-07, 1.92e-08, 5.95e-10, 3.04e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.356090 s
Training model...
Step Train loss Test loss Test metric
434000 [4.68e-07, 2.78e-06, 1.54e-06, 8.58e-07, 3.16e-08, 6.48e-08, 1.02e-07, 1.20e-08, 4.21e-07, 6.86e-07, 3.87e-07, 8.83e-07, 1.92e-08, 5.95e-10, 3.04e-10] [4.68e-07, 2.78e-06, 1.54e-06, 8.58e-07, 3.16e-08, 6.48e-08, 1.02e-07, 1.20e-08, 4.21e-07, 6.86e-07, 3.87e-07, 8.83e-07, 1.92e-08, 5.95e-10, 3.04e-10] []
436000 [3.30e-05, 1.70e-05, 1.58e-05, 1.54e-05, 1.26e-05, 2.86e-05, 2.78e-05, 2.80e-05, 4.32e-05, 7.42e-06, 3.74e-05, 2.09e-04, 4.76e-06, 4.62e-06, 0.00e+00] [3.30e-05, 1.70e-05, 1.58e-05, 1.54e-05, 1.26e-05, 2.86e-05, 2.78e-05, 2.80e-05, 4.32e-05, 7.42e-06, 3.74e-05, 2.09e-04, 4.76e-06, 4.62e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.947614 s
Training model...
Step Train loss Test loss Test metric
436000 [3.30e-05, 1.70e-05, 1.58e-05, 1.54e-05, 1.26e-05, 2.86e-05, 2.78e-05, 2.80e-05, 4.32e-05, 7.42e-06, 3.74e-05, 2.09e-04, 4.76e-06, 4.62e-06, 0.00e+00] [3.30e-05, 1.70e-05, 1.58e-05, 1.54e-05, 1.26e-05, 2.86e-05, 2.78e-05, 2.80e-05, 4.32e-05, 7.42e-06, 3.74e-05, 2.09e-04, 4.76e-06, 4.62e-06, 0.00e+00] []
438000 [1.76e-05, 1.71e-05, 1.27e-05, 5.42e-06, 1.07e-05, 9.90e-06, 6.49e-08, 3.09e-05, 2.19e-05, 2.67e-05, 1.17e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.76e-05, 1.71e-05, 1.27e-05, 5.42e-06, 1.07e-05, 9.90e-06, 6.49e-08, 3.09e-05, 2.19e-05, 2.67e-05, 1.17e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.524638 s
Training model...
Step Train loss Test loss Test metric
438000 [1.76e-05, 1.71e-05, 1.27e-05, 5.42e-06, 1.07e-05, 9.90e-06, 6.49e-08, 3.09e-05, 2.19e-05, 2.67e-05, 1.17e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.76e-05, 1.71e-05, 1.27e-05, 5.42e-06, 1.07e-05, 9.90e-06, 6.49e-08, 3.09e-05, 2.19e-05, 2.67e-05, 1.17e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
440000 [5.60e-05, 1.11e-05, 4.13e-05, 1.88e-05, 3.62e-05, 3.10e-05, 3.87e-06, 2.79e-05, 3.27e-05, 3.97e-05, 2.76e-05, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00] [5.60e-05, 1.11e-05, 4.13e-05, 1.88e-05, 3.62e-05, 3.10e-05, 3.87e-06, 2.79e-05, 3.27e-05, 3.97e-05, 2.76e-05, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.423090 s
Training model...
Step Train loss Test loss Test metric
440000 [5.60e-05, 1.11e-05, 4.13e-05, 1.88e-05, 3.62e-05, 3.10e-05, 3.87e-06, 2.79e-05, 3.27e-05, 3.97e-05, 2.76e-05, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00] [5.60e-05, 1.11e-05, 4.13e-05, 1.88e-05, 3.62e-05, 3.10e-05, 3.87e-06, 2.79e-05, 3.27e-05, 3.97e-05, 2.76e-05, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
442000 [5.40e-06, 5.63e-06, 3.66e-06, 2.49e-06, 2.68e-06, 1.42e-06, 9.09e-06, 2.25e-06, 5.32e-06, 1.27e-06, 1.95e-06, 1.01e-05, 7.29e-07, 2.84e-07, 0.00e+00] [5.40e-06, 5.63e-06, 3.66e-06, 2.49e-06, 2.68e-06, 1.42e-06, 9.09e-06, 2.25e-06, 5.32e-06, 1.27e-06, 1.95e-06, 1.01e-05, 7.29e-07, 2.84e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.153799 s
Training model...
Step Train loss Test loss Test metric
442000 [5.40e-06, 5.63e-06, 3.66e-06, 2.49e-06, 2.68e-06, 1.42e-06, 9.09e-06, 2.25e-06, 5.32e-06, 1.27e-06, 1.95e-06, 1.01e-05, 7.29e-07, 2.84e-07, 0.00e+00] [5.40e-06, 5.63e-06, 3.66e-06, 2.49e-06, 2.68e-06, 1.42e-06, 9.09e-06, 2.25e-06, 5.32e-06, 1.27e-06, 1.95e-06, 1.01e-05, 7.29e-07, 2.84e-07, 0.00e+00] []
444000 [6.77e-06, 5.28e-06, 4.80e-06, 3.33e-06, 2.16e-06, 9.10e-08, 4.42e-09, 1.65e-06, 1.09e-05, 2.23e-06, 5.47e-06, 1.35e-05, 1.19e-06, 3.35e-10, 1.21e-11] [6.77e-06, 5.28e-06, 4.80e-06, 3.33e-06, 2.16e-06, 9.10e-08, 4.42e-09, 1.65e-06, 1.09e-05, 2.23e-06, 5.47e-06, 1.35e-05, 1.19e-06, 3.35e-10, 1.21e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.396392 s
Training model...
Step Train loss Test loss Test metric
444000 [6.77e-06, 5.28e-06, 4.80e-06, 3.33e-06, 2.16e-06, 9.10e-08, 4.42e-09, 1.65e-06, 1.09e-05, 2.23e-06, 5.47e-06, 1.35e-05, 1.19e-06, 3.35e-10, 1.21e-11] [6.77e-06, 5.28e-06, 4.80e-06, 3.33e-06, 2.16e-06, 9.10e-08, 4.42e-09, 1.65e-06, 1.09e-05, 2.23e-06, 5.47e-06, 1.35e-05, 1.19e-06, 3.35e-10, 1.21e-11] []
446000 [5.89e-06, 2.73e-06, 8.03e-06, 2.71e-06, 3.37e-06, 2.17e-06, 1.91e-06, 2.83e-06, 3.37e-06, 7.19e-06, 2.66e-06, 2.93e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.89e-06, 2.73e-06, 8.03e-06, 2.71e-06, 3.37e-06, 2.17e-06, 1.91e-06, 2.83e-06, 3.37e-06, 7.19e-06, 2.66e-06, 2.93e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.714120 s
Training model...
Step Train loss Test loss Test metric
446000 [5.89e-06, 2.73e-06, 8.03e-06, 2.71e-06, 3.37e-06, 2.17e-06, 1.91e-06, 2.83e-06, 3.37e-06, 7.19e-06, 2.66e-06, 2.93e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.89e-06, 2.73e-06, 8.03e-06, 2.71e-06, 3.37e-06, 2.17e-06, 1.91e-06, 2.83e-06, 3.37e-06, 7.19e-06, 2.66e-06, 2.93e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
448000 [4.35e-06, 3.84e-06, 3.01e-06, 2.83e-06, 1.22e-06, 1.60e-06, 2.03e-06, 1.36e-06, 3.78e-06, 1.28e-06, 2.45e-06, 1.27e-05, 4.19e-07, 1.07e-07, 2.04e-08] [4.35e-06, 3.84e-06, 3.01e-06, 2.83e-06, 1.22e-06, 1.60e-06, 2.03e-06, 1.36e-06, 3.78e-06, 1.28e-06, 2.45e-06, 1.27e-05, 4.19e-07, 1.07e-07, 2.04e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.571768 s
Training model...
Step Train loss Test loss Test metric
448000 [4.35e-06, 3.84e-06, 3.01e-06, 2.83e-06, 1.22e-06, 1.60e-06, 2.03e-06, 1.36e-06, 3.78e-06, 1.28e-06, 2.45e-06, 1.27e-05, 4.19e-07, 1.07e-07, 2.04e-08] [4.35e-06, 3.84e-06, 3.01e-06, 2.83e-06, 1.22e-06, 1.60e-06, 2.03e-06, 1.36e-06, 3.78e-06, 1.28e-06, 2.45e-06, 1.27e-05, 4.19e-07, 1.07e-07, 2.04e-08] []
450000 [9.37e-05, 1.61e-05, 5.71e-05, 3.40e-05, 4.77e-05, 1.42e-05, 7.09e-07, 1.74e-05, 3.01e-05, 3.29e-05, 1.09e-05, 1.66e-04, 1.80e-05, 2.64e-06, 5.04e-09] [9.37e-05, 1.61e-05, 5.71e-05, 3.40e-05, 4.77e-05, 1.42e-05, 7.09e-07, 1.74e-05, 3.01e-05, 3.29e-05, 1.09e-05, 1.66e-04, 1.80e-05, 2.64e-06, 5.04e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.258605 s
Training model...
Step Train loss Test loss Test metric
450000 [9.37e-05, 1.61e-05, 5.71e-05, 3.40e-05, 4.77e-05, 1.42e-05, 7.09e-07, 1.74e-05, 3.01e-05, 3.29e-05, 1.09e-05, 1.66e-04, 1.80e-05, 2.64e-06, 5.04e-09] [9.37e-05, 1.61e-05, 5.71e-05, 3.40e-05, 4.77e-05, 1.42e-05, 7.09e-07, 1.74e-05, 3.01e-05, 3.29e-05, 1.09e-05, 1.66e-04, 1.80e-05, 2.64e-06, 5.04e-09] []
452000 [1.57e-06, 3.90e-06, 2.32e-06, 1.62e-06, 1.17e-07, 2.10e-07, 7.61e-07, 1.48e-08, 5.85e-07, 9.62e-07, 1.30e-06, 1.57e-06, 5.85e-08, 3.15e-08, 0.00e+00] [1.57e-06, 3.90e-06, 2.32e-06, 1.62e-06, 1.17e-07, 2.10e-07, 7.61e-07, 1.48e-08, 5.85e-07, 9.62e-07, 1.30e-06, 1.57e-06, 5.85e-08, 3.15e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.838817 s
Training model...
Step Train loss Test loss Test metric
452000 [1.57e-06, 3.90e-06, 2.32e-06, 1.62e-06, 1.17e-07, 2.10e-07, 7.61e-07, 1.48e-08, 5.85e-07, 9.62e-07, 1.30e-06, 1.57e-06, 5.85e-08, 3.15e-08, 0.00e+00] [1.57e-06, 3.90e-06, 2.32e-06, 1.62e-06, 1.17e-07, 2.10e-07, 7.61e-07, 1.48e-08, 5.85e-07, 9.62e-07, 1.30e-06, 1.57e-06, 5.85e-08, 3.15e-08, 0.00e+00] []
454000 [1.23e-06, 1.70e-06, 2.22e-06, 5.12e-07, 2.90e-07, 1.08e-07, 1.51e-08, 1.17e-07, 3.04e-07, 9.46e-07, 7.23e-07, 1.09e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.23e-06, 1.70e-06, 2.22e-06, 5.12e-07, 2.90e-07, 1.08e-07, 1.51e-08, 1.17e-07, 3.04e-07, 9.46e-07, 7.23e-07, 1.09e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.267349 s
Training model...
Step Train loss Test loss Test metric
454000 [1.23e-06, 1.70e-06, 2.22e-06, 5.12e-07, 2.90e-07, 1.08e-07, 1.51e-08, 1.17e-07, 3.04e-07, 9.46e-07, 7.23e-07, 1.09e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.23e-06, 1.70e-06, 2.22e-06, 5.12e-07, 2.90e-07, 1.08e-07, 1.51e-08, 1.17e-07, 3.04e-07, 9.46e-07, 7.23e-07, 1.09e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
456000 [2.76e-06, 2.40e-06, 5.00e-06, 1.14e-06, 1.54e-06, 1.53e-07, 1.74e-06, 1.13e-06, 7.65e-06, 3.40e-06, 5.84e-06, 5.45e-06, 0.00e+00, 0.00e+00, 1.69e-08] [2.76e-06, 2.40e-06, 5.00e-06, 1.14e-06, 1.54e-06, 1.53e-07, 1.74e-06, 1.13e-06, 7.65e-06, 3.40e-06, 5.84e-06, 5.45e-06, 0.00e+00, 0.00e+00, 1.69e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.029054 s
Training model...
Step Train loss Test loss Test metric
456000 [2.76e-06, 2.40e-06, 5.00e-06, 1.14e-06, 1.54e-06, 1.53e-07, 1.74e-06, 1.13e-06, 7.65e-06, 3.40e-06, 5.84e-06, 5.45e-06, 0.00e+00, 0.00e+00, 1.69e-08] [2.76e-06, 2.40e-06, 5.00e-06, 1.14e-06, 1.54e-06, 1.53e-07, 1.74e-06, 1.13e-06, 7.65e-06, 3.40e-06, 5.84e-06, 5.45e-06, 0.00e+00, 0.00e+00, 1.69e-08] []
458000 [5.07e-05, 1.22e-05, 3.55e-05, 2.65e-05, 2.82e-05, 3.52e-05, 1.02e-05, 2.69e-05, 3.97e-05, 2.06e-05, 3.11e-05, 2.63e-04, 1.23e-05, 5.76e-06, 3.37e-07] [5.07e-05, 1.22e-05, 3.55e-05, 2.65e-05, 2.82e-05, 3.52e-05, 1.02e-05, 2.69e-05, 3.97e-05, 2.06e-05, 3.11e-05, 2.63e-04, 1.23e-05, 5.76e-06, 3.37e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.984726 s
Training model...
Step Train loss Test loss Test metric
458000 [5.07e-05, 1.22e-05, 3.55e-05, 2.65e-05, 2.82e-05, 3.52e-05, 1.02e-05, 2.69e-05, 3.97e-05, 2.06e-05, 3.11e-05, 2.63e-04, 1.23e-05, 5.76e-06, 3.37e-07] [5.07e-05, 1.22e-05, 3.55e-05, 2.65e-05, 2.82e-05, 3.52e-05, 1.02e-05, 2.69e-05, 3.97e-05, 2.06e-05, 3.11e-05, 2.63e-04, 1.23e-05, 5.76e-06, 3.37e-07] []
460000 [1.16e-05, 4.92e-06, 7.20e-06, 5.81e-06, 6.05e-06, 2.97e-06, 3.67e-06, 3.33e-06, 5.55e-06, 5.06e-06, 2.96e-06, 3.11e-05, 2.01e-06, 3.36e-07, 1.03e-07] [1.16e-05, 4.92e-06, 7.20e-06, 5.81e-06, 6.05e-06, 2.97e-06, 3.67e-06, 3.33e-06, 5.55e-06, 5.06e-06, 2.96e-06, 3.11e-05, 2.01e-06, 3.36e-07, 1.03e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.513582 s
Training model...
Step Train loss Test loss Test metric
460000 [1.16e-05, 4.92e-06, 7.20e-06, 5.81e-06, 6.05e-06, 2.97e-06, 3.67e-06, 3.33e-06, 5.55e-06, 5.06e-06, 2.96e-06, 3.11e-05, 2.01e-06, 3.36e-07, 1.03e-07] [1.16e-05, 4.92e-06, 7.20e-06, 5.81e-06, 6.05e-06, 2.97e-06, 3.67e-06, 3.33e-06, 5.55e-06, 5.06e-06, 2.96e-06, 3.11e-05, 2.01e-06, 3.36e-07, 1.03e-07] []
462000 [3.14e-05, 5.32e-06, 2.31e-05, 1.19e-05, 1.98e-05, 2.91e-06, 4.86e-06, 7.93e-06, 5.64e-06, 1.48e-05, 4.88e-06, 6.03e-05, 0.00e+00, 0.00e+00, 2.45e-07] [3.14e-05, 5.32e-06, 2.31e-05, 1.19e-05, 1.98e-05, 2.91e-06, 4.86e-06, 7.93e-06, 5.64e-06, 1.48e-05, 4.88e-06, 6.03e-05, 0.00e+00, 0.00e+00, 2.45e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.151269 s
Training model...
Step Train loss Test loss Test metric
462000 [3.14e-05, 5.32e-06, 2.31e-05, 1.19e-05, 1.98e-05, 2.91e-06, 4.86e-06, 7.93e-06, 5.64e-06, 1.48e-05, 4.88e-06, 6.03e-05, 0.00e+00, 0.00e+00, 2.45e-07] [3.14e-05, 5.32e-06, 2.31e-05, 1.19e-05, 1.98e-05, 2.91e-06, 4.86e-06, 7.93e-06, 5.64e-06, 1.48e-05, 4.88e-06, 6.03e-05, 0.00e+00, 0.00e+00, 2.45e-07] []
464000 [8.53e-06, 5.72e-06, 6.05e-06, 3.82e-06, 4.13e-06, 2.61e-06, 8.54e-06, 2.32e-06, 6.54e-06, 4.42e-06, 2.82e-06, 2.41e-05, 1.05e-06, 2.02e-07, 2.34e-07] [8.53e-06, 5.72e-06, 6.05e-06, 3.82e-06, 4.13e-06, 2.61e-06, 8.54e-06, 2.32e-06, 6.54e-06, 4.42e-06, 2.82e-06, 2.41e-05, 1.05e-06, 2.02e-07, 2.34e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.467681 s
Training model...
Step Train loss Test loss Test metric
464000 [8.53e-06, 5.72e-06, 6.05e-06, 3.82e-06, 4.13e-06, 2.61e-06, 8.54e-06, 2.32e-06, 6.54e-06, 4.42e-06, 2.82e-06, 2.41e-05, 1.05e-06, 2.02e-07, 2.34e-07] [8.53e-06, 5.72e-06, 6.05e-06, 3.82e-06, 4.13e-06, 2.61e-06, 8.54e-06, 2.32e-06, 6.54e-06, 4.42e-06, 2.82e-06, 2.41e-05, 1.05e-06, 2.02e-07, 2.34e-07] []
466000 [2.30e-05, 1.40e-05, 1.45e-05, 1.08e-05, 6.02e-06, 9.88e-06, 7.03e-06, 1.15e-05, 1.60e-05, 8.75e-06, 2.50e-05, 1.28e-04, 6.56e-06, 1.49e-06, 0.00e+00] [2.30e-05, 1.40e-05, 1.45e-05, 1.08e-05, 6.02e-06, 9.88e-06, 7.03e-06, 1.15e-05, 1.60e-05, 8.75e-06, 2.50e-05, 1.28e-04, 6.56e-06, 1.49e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.951203 s
Training model...
Step Train loss Test loss Test metric
466000 [2.30e-05, 1.40e-05, 1.45e-05, 1.08e-05, 6.02e-06, 9.88e-06, 7.03e-06, 1.15e-05, 1.60e-05, 8.75e-06, 2.50e-05, 1.28e-04, 6.56e-06, 1.49e-06, 0.00e+00] [2.30e-05, 1.40e-05, 1.45e-05, 1.08e-05, 6.02e-06, 9.88e-06, 7.03e-06, 1.15e-05, 1.60e-05, 8.75e-06, 2.50e-05, 1.28e-04, 6.56e-06, 1.49e-06, 0.00e+00] []
468000 [9.72e-06, 4.69e-06, 5.74e-06, 4.23e-06, 4.36e-06, 3.64e-07, 4.00e-10, 2.89e-06, 1.33e-05, 4.10e-06, 8.25e-06, 1.59e-05, 1.38e-06, 7.29e-08, 1.10e-12] [9.72e-06, 4.69e-06, 5.74e-06, 4.23e-06, 4.36e-06, 3.64e-07, 4.00e-10, 2.89e-06, 1.33e-05, 4.10e-06, 8.25e-06, 1.59e-05, 1.38e-06, 7.29e-08, 1.10e-12] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.819857 s
Training model...
Step Train loss Test loss Test metric
468000 [9.72e-06, 4.69e-06, 5.74e-06, 4.23e-06, 4.36e-06, 3.64e-07, 4.00e-10, 2.89e-06, 1.33e-05, 4.10e-06, 8.25e-06, 1.59e-05, 1.38e-06, 7.29e-08, 1.10e-12] [9.72e-06, 4.69e-06, 5.74e-06, 4.23e-06, 4.36e-06, 3.64e-07, 4.00e-10, 2.89e-06, 1.33e-05, 4.10e-06, 8.25e-06, 1.59e-05, 1.38e-06, 7.29e-08, 1.10e-12] []
470000 [1.36e-06, 2.57e-06, 1.20e-06, 6.46e-07, 5.05e-07, 4.03e-08, 3.17e-08, 7.36e-08, 1.82e-07, 1.22e-06, 8.39e-07, 8.75e-07, 8.81e-08, 4.72e-10, 1.16e-10] [1.36e-06, 2.57e-06, 1.20e-06, 6.46e-07, 5.05e-07, 4.03e-08, 3.17e-08, 7.36e-08, 1.82e-07, 1.22e-06, 8.39e-07, 8.75e-07, 8.81e-08, 4.72e-10, 1.16e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.012662 s
Training model...
Step Train loss Test loss Test metric
470000 [1.36e-06, 2.57e-06, 1.20e-06, 6.46e-07, 5.05e-07, 4.03e-08, 3.17e-08, 7.36e-08, 1.82e-07, 1.22e-06, 8.39e-07, 8.75e-07, 8.81e-08, 4.72e-10, 1.16e-10] [1.36e-06, 2.57e-06, 1.20e-06, 6.46e-07, 5.05e-07, 4.03e-08, 3.17e-08, 7.36e-08, 1.82e-07, 1.22e-06, 8.39e-07, 8.75e-07, 8.81e-08, 4.72e-10, 1.16e-10] []
472000 [3.51e-06, 2.26e-06, 4.87e-06, 1.86e-06, 1.39e-06, 9.84e-07, 2.73e-06, 7.34e-07, 2.05e-06, 2.65e-06, 9.06e-07, 9.00e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.51e-06, 2.26e-06, 4.87e-06, 1.86e-06, 1.39e-06, 9.84e-07, 2.73e-06, 7.34e-07, 2.05e-06, 2.65e-06, 9.06e-07, 9.00e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.761947 s
Training model...
Step Train loss Test loss Test metric
472000 [3.51e-06, 2.26e-06, 4.87e-06, 1.86e-06, 1.39e-06, 9.84e-07, 2.73e-06, 7.34e-07, 2.05e-06, 2.65e-06, 9.06e-07, 9.00e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.51e-06, 2.26e-06, 4.87e-06, 1.86e-06, 1.39e-06, 9.84e-07, 2.73e-06, 7.34e-07, 2.05e-06, 2.65e-06, 9.06e-07, 9.00e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
474000 [2.46e-06, 2.62e-06, 4.01e-06, 1.17e-06, 1.30e-06, 4.09e-07, 1.06e-08, 4.94e-07, 7.11e-07, 2.03e-06, 1.01e-06, 6.07e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.46e-06, 2.62e-06, 4.01e-06, 1.17e-06, 1.30e-06, 4.09e-07, 1.06e-08, 4.94e-07, 7.11e-07, 2.03e-06, 1.01e-06, 6.07e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.113349 s
Training model...
Step Train loss Test loss Test metric
474000 [2.46e-06, 2.62e-06, 4.01e-06, 1.17e-06, 1.30e-06, 4.09e-07, 1.06e-08, 4.94e-07, 7.11e-07, 2.03e-06, 1.01e-06, 6.07e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.46e-06, 2.62e-06, 4.01e-06, 1.17e-06, 1.30e-06, 4.09e-07, 1.06e-08, 4.94e-07, 7.11e-07, 2.03e-06, 1.01e-06, 6.07e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
476000 [1.64e-06, 3.30e-06, 1.84e-06, 1.31e-06, 3.85e-07, 6.17e-07, 4.85e-07, 1.96e-07, 5.68e-07, 9.71e-07, 1.17e-06, 3.58e-06, 1.80e-07, 4.76e-08, 0.00e+00] [1.64e-06, 3.30e-06, 1.84e-06, 1.31e-06, 3.85e-07, 6.17e-07, 4.85e-07, 1.96e-07, 5.68e-07, 9.71e-07, 1.17e-06, 3.58e-06, 1.80e-07, 4.76e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.317463 s
Training model...
Step Train loss Test loss Test metric
476000 [1.64e-06, 3.30e-06, 1.84e-06, 1.31e-06, 3.85e-07, 6.17e-07, 4.85e-07, 1.96e-07, 5.68e-07, 9.71e-07, 1.17e-06, 3.58e-06, 1.80e-07, 4.76e-08, 0.00e+00] [1.64e-06, 3.30e-06, 1.84e-06, 1.31e-06, 3.85e-07, 6.17e-07, 4.85e-07, 1.96e-07, 5.68e-07, 9.71e-07, 1.17e-06, 3.58e-06, 1.80e-07, 4.76e-08, 0.00e+00] []
478000 [4.88e-06, 1.70e-06, 5.55e-06, 2.16e-06, 2.28e-06, 2.30e-06, 5.93e-09, 3.34e-07, 5.00e-07, 2.58e-06, 2.54e-06, 7.24e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.88e-06, 1.70e-06, 5.55e-06, 2.16e-06, 2.28e-06, 2.30e-06, 5.93e-09, 3.34e-07, 5.00e-07, 2.58e-06, 2.54e-06, 7.24e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.429433 s
Training model...
Step Train loss Test loss Test metric
478000 [4.88e-06, 1.70e-06, 5.55e-06, 2.16e-06, 2.28e-06, 2.30e-06, 5.93e-09, 3.34e-07, 5.00e-07, 2.58e-06, 2.54e-06, 7.24e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.88e-06, 1.70e-06, 5.55e-06, 2.16e-06, 2.28e-06, 2.30e-06, 5.93e-09, 3.34e-07, 5.00e-07, 2.58e-06, 2.54e-06, 7.24e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
480000 [3.68e-07, 1.73e-06, 1.24e-06, 7.82e-07, 3.44e-08, 5.37e-07, 1.64e-07, 3.50e-08, 3.40e-06, 4.06e-07, 4.62e-06, 4.57e-07, 3.87e-09, 0.00e+00, 0.00e+00] [3.68e-07, 1.73e-06, 1.24e-06, 7.82e-07, 3.44e-08, 5.37e-07, 1.64e-07, 3.50e-08, 3.40e-06, 4.06e-07, 4.62e-06, 4.57e-07, 3.87e-09, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.548093 s
Training model...
Step Train loss Test loss Test metric
480000 [3.68e-07, 1.73e-06, 1.24e-06, 7.82e-07, 3.44e-08, 5.37e-07, 1.64e-07, 3.50e-08, 3.40e-06, 4.06e-07, 4.62e-06, 4.57e-07, 3.87e-09, 0.00e+00, 0.00e+00] [3.68e-07, 1.73e-06, 1.24e-06, 7.82e-07, 3.44e-08, 5.37e-07, 1.64e-07, 3.50e-08, 3.40e-06, 4.06e-07, 4.62e-06, 4.57e-07, 3.87e-09, 0.00e+00, 0.00e+00] []
482000 [5.50e-07, 2.83e-06, 2.66e-06, 1.67e-06, 2.21e-07, 3.34e-09, 6.95e-08, 4.04e-07, 8.22e-07, 1.34e-06, 1.89e-06, 7.19e-06, 0.00e+00, 2.06e-11, 1.90e-10] [5.50e-07, 2.83e-06, 2.66e-06, 1.67e-06, 2.21e-07, 3.34e-09, 6.95e-08, 4.04e-07, 8.22e-07, 1.34e-06, 1.89e-06, 7.19e-06, 0.00e+00, 2.06e-11, 1.90e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.928256 s
Training model...
Step Train loss Test loss Test metric
482000 [5.50e-07, 2.83e-06, 2.66e-06, 1.67e-06, 2.21e-07, 3.34e-09, 6.95e-08, 4.04e-07, 8.22e-07, 1.34e-06, 1.89e-06, 7.19e-06, 0.00e+00, 2.06e-11, 1.90e-10] [5.50e-07, 2.83e-06, 2.66e-06, 1.67e-06, 2.21e-07, 3.34e-09, 6.95e-08, 4.04e-07, 8.22e-07, 1.34e-06, 1.89e-06, 7.19e-06, 0.00e+00, 2.06e-11, 1.90e-10] []
484000 [2.11e-05, 6.70e-06, 1.45e-05, 1.30e-05, 1.06e-05, 9.28e-06, 1.40e-05, 6.56e-06, 1.56e-05, 8.35e-06, 7.17e-06, 8.40e-05, 4.31e-06, 9.51e-07, 4.02e-07] [2.11e-05, 6.70e-06, 1.45e-05, 1.30e-05, 1.06e-05, 9.28e-06, 1.40e-05, 6.56e-06, 1.56e-05, 8.35e-06, 7.17e-06, 8.40e-05, 4.31e-06, 9.51e-07, 4.02e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.814015 s
Training model...
Step Train loss Test loss Test metric
484000 [2.11e-05, 6.70e-06, 1.45e-05, 1.30e-05, 1.06e-05, 9.28e-06, 1.40e-05, 6.56e-06, 1.56e-05, 8.35e-06, 7.17e-06, 8.40e-05, 4.31e-06, 9.51e-07, 4.02e-07] [2.11e-05, 6.70e-06, 1.45e-05, 1.30e-05, 1.06e-05, 9.28e-06, 1.40e-05, 6.56e-06, 1.56e-05, 8.35e-06, 7.17e-06, 8.40e-05, 4.31e-06, 9.51e-07, 4.02e-07] []
486000 [1.58e-05, 2.52e-06, 1.29e-05, 4.53e-06, 7.92e-06, 2.24e-06, 2.56e-07, 2.00e-06, 3.14e-06, 5.93e-06, 2.62e-06, 2.89e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.58e-05, 2.52e-06, 1.29e-05, 4.53e-06, 7.92e-06, 2.24e-06, 2.56e-07, 2.00e-06, 3.14e-06, 5.93e-06, 2.62e-06, 2.89e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.791787 s
Training model...
Step Train loss Test loss Test metric
486000 [1.58e-05, 2.52e-06, 1.29e-05, 4.53e-06, 7.92e-06, 2.24e-06, 2.56e-07, 2.00e-06, 3.14e-06, 5.93e-06, 2.62e-06, 2.89e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.58e-05, 2.52e-06, 1.29e-05, 4.53e-06, 7.92e-06, 2.24e-06, 2.56e-07, 2.00e-06, 3.14e-06, 5.93e-06, 2.62e-06, 2.89e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
488000 [4.61e-06, 1.20e-06, 5.20e-06, 6.45e-07, 1.55e-06, 7.73e-07, 4.36e-06, 1.26e-06, 4.75e-06, 1.83e-06, 2.38e-06, 4.81e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.61e-06, 1.20e-06, 5.20e-06, 6.45e-07, 1.55e-06, 7.73e-07, 4.36e-06, 1.26e-06, 4.75e-06, 1.83e-06, 2.38e-06, 4.81e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.870067 s
Training model...
Step Train loss Test loss Test metric
488000 [4.61e-06, 1.20e-06, 5.20e-06, 6.45e-07, 1.55e-06, 7.73e-07, 4.36e-06, 1.26e-06, 4.75e-06, 1.83e-06, 2.38e-06, 4.81e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.61e-06, 1.20e-06, 5.20e-06, 6.45e-07, 1.55e-06, 7.73e-07, 4.36e-06, 1.26e-06, 4.75e-06, 1.83e-06, 2.38e-06, 4.81e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
490000 [9.30e-05, 1.76e-05, 6.03e-05, 4.16e-05, 5.05e-05, 2.02e-05, 1.85e-05, 2.42e-05, 4.40e-05, 3.60e-05, 1.81e-05, 2.49e-04, 2.08e-05, 3.84e-06, 8.31e-07] [9.30e-05, 1.76e-05, 6.03e-05, 4.16e-05, 5.05e-05, 2.02e-05, 1.85e-05, 2.42e-05, 4.40e-05, 3.60e-05, 1.81e-05, 2.49e-04, 2.08e-05, 3.84e-06, 8.31e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.745503 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
490000 [9.30e-05, 1.76e-05, 6.03e-05, 4.16e-05, 5.05e-05, 2.02e-05, 1.85e-05, 2.42e-05, 4.40e-05, 3.60e-05, 1.81e-05, 2.49e-04, 2.08e-05, 3.84e-06, 8.31e-07] [9.30e-05, 1.76e-05, 6.03e-05, 4.16e-05, 5.05e-05, 2.02e-05, 1.85e-05, 2.42e-05, 4.40e-05, 3.60e-05, 1.81e-05, 2.49e-04, 2.08e-05, 3.84e-06, 8.31e-07] []
492000 [6.34e-06, 6.97e-06, 6.55e-06, 3.48e-06, 2.17e-06, 2.93e-06, 6.50e-06, 2.89e-06, 8.51e-06, 2.76e-06, 4.89e-06, 3.77e-05, 1.92e-06, 2.49e-07, 6.69e-08] [6.34e-06, 6.97e-06, 6.55e-06, 3.48e-06, 2.17e-06, 2.93e-06, 6.50e-06, 2.89e-06, 8.51e-06, 2.76e-06, 4.89e-06, 3.77e-05, 1.92e-06, 2.49e-07, 6.69e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.572887 s
Training model...
Step Train loss Test loss Test metric
492000 [6.34e-06, 6.97e-06, 6.55e-06, 3.48e-06, 2.17e-06, 2.93e-06, 6.50e-06, 2.89e-06, 8.51e-06, 2.76e-06, 4.89e-06, 3.77e-05, 1.92e-06, 2.49e-07, 6.69e-08] [6.34e-06, 6.97e-06, 6.55e-06, 3.48e-06, 2.17e-06, 2.93e-06, 6.50e-06, 2.89e-06, 8.51e-06, 2.76e-06, 4.89e-06, 3.77e-05, 1.92e-06, 2.49e-07, 6.69e-08] []
494000 [5.35e-06, 1.83e-06, 6.72e-06, 3.06e-06, 2.30e-06, 1.09e-07, 9.80e-07, 7.33e-07, 3.49e-06, 3.67e-06, 1.63e-06, 1.19e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.35e-06, 1.83e-06, 6.72e-06, 3.06e-06, 2.30e-06, 1.09e-07, 9.80e-07, 7.33e-07, 3.49e-06, 3.67e-06, 1.63e-06, 1.19e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.744674 s
Training model...
Step Train loss Test loss Test metric
494000 [5.35e-06, 1.83e-06, 6.72e-06, 3.06e-06, 2.30e-06, 1.09e-07, 9.80e-07, 7.33e-07, 3.49e-06, 3.67e-06, 1.63e-06, 1.19e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.35e-06, 1.83e-06, 6.72e-06, 3.06e-06, 2.30e-06, 1.09e-07, 9.80e-07, 7.33e-07, 3.49e-06, 3.67e-06, 1.63e-06, 1.19e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
496000 [3.08e-05, 6.06e-06, 2.65e-05, 1.38e-05, 1.94e-05, 1.33e-05, 1.12e-05, 1.13e-05, 2.06e-05, 2.21e-05, 1.35e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00] [3.08e-05, 6.06e-06, 2.65e-05, 1.38e-05, 1.94e-05, 1.33e-05, 1.12e-05, 1.13e-05, 2.06e-05, 2.21e-05, 1.35e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.696296 s
Training model...
Step Train loss Test loss Test metric
496000 [3.08e-05, 6.06e-06, 2.65e-05, 1.38e-05, 1.94e-05, 1.33e-05, 1.12e-05, 1.13e-05, 2.06e-05, 2.21e-05, 1.35e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00] [3.08e-05, 6.06e-06, 2.65e-05, 1.38e-05, 1.94e-05, 1.33e-05, 1.12e-05, 1.13e-05, 2.06e-05, 2.21e-05, 1.35e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
498000 [2.55e-05, 7.78e-06, 2.01e-05, 1.98e-05, 8.53e-06, 2.61e-05, 1.36e-04, 3.18e-05, 4.14e-05, 5.86e-06, 3.50e-05, 2.00e-04, 3.52e-06, 4.91e-06, 1.53e-05] [2.55e-05, 7.78e-06, 2.01e-05, 1.98e-05, 8.53e-06, 2.61e-05, 1.36e-04, 3.18e-05, 4.14e-05, 5.86e-06, 3.50e-05, 2.00e-04, 3.52e-06, 4.91e-06, 1.53e-05] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.896519 s
Training model...
Step Train loss Test loss Test metric
498000 [2.55e-05, 7.78e-06, 2.01e-05, 1.98e-05, 8.53e-06, 2.61e-05, 1.36e-04, 3.18e-05, 4.14e-05, 5.86e-06, 3.50e-05, 2.00e-04, 3.52e-06, 4.91e-06, 1.53e-05] [2.55e-05, 7.78e-06, 2.01e-05, 1.98e-05, 8.53e-06, 2.61e-05, 1.36e-04, 3.18e-05, 4.14e-05, 5.86e-06, 3.50e-05, 2.00e-04, 3.52e-06, 4.91e-06, 1.53e-05] []
500000 [2.44e-06, 2.81e-06, 1.60e-06, 1.37e-06, 8.93e-07, 8.16e-07, 5.30e-06, 6.17e-07, 1.23e-06, 9.04e-07, 8.57e-07, 4.59e-06, 2.99e-07, 3.53e-08, 0.00e+00] [2.44e-06, 2.81e-06, 1.60e-06, 1.37e-06, 8.93e-07, 8.16e-07, 5.30e-06, 6.17e-07, 1.23e-06, 9.04e-07, 8.57e-07, 4.59e-06, 2.99e-07, 3.53e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.967149 s
Training model...
Step Train loss Test loss Test metric
500000 [2.44e-06, 2.81e-06, 1.60e-06, 1.37e-06, 8.93e-07, 8.16e-07, 5.30e-06, 6.17e-07, 1.23e-06, 9.04e-07, 8.57e-07, 4.59e-06, 2.99e-07, 3.53e-08, 0.00e+00] [2.44e-06, 2.81e-06, 1.60e-06, 1.37e-06, 8.93e-07, 8.16e-07, 5.30e-06, 6.17e-07, 1.23e-06, 9.04e-07, 8.57e-07, 4.59e-06, 2.99e-07, 3.53e-08, 0.00e+00] []
502000 [1.38e-06, 3.77e-06, 2.59e-06, 3.46e-07, 2.80e-10, 6.06e-07, 8.60e-06, 9.40e-07, 6.58e-07, 3.09e-06, 2.33e-06, 1.95e-06, 6.61e-09, 0.00e+00, 0.00e+00] [1.38e-06, 3.77e-06, 2.59e-06, 3.46e-07, 2.80e-10, 6.06e-07, 8.60e-06, 9.40e-07, 6.58e-07, 3.09e-06, 2.33e-06, 1.95e-06, 6.61e-09, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.776900 s
Training model...
Step Train loss Test loss Test metric
502000 [1.38e-06, 3.77e-06, 2.59e-06, 3.46e-07, 2.80e-10, 6.06e-07, 8.60e-06, 9.40e-07, 6.58e-07, 3.09e-06, 2.33e-06, 1.95e-06, 6.61e-09, 0.00e+00, 0.00e+00] [1.38e-06, 3.77e-06, 2.59e-06, 3.46e-07, 2.80e-10, 6.06e-07, 8.60e-06, 9.40e-07, 6.58e-07, 3.09e-06, 2.33e-06, 1.95e-06, 6.61e-09, 0.00e+00, 0.00e+00] []
504000 [1.19e-05, 5.21e-06, 1.39e-05, 7.79e-06, 7.82e-06, 2.93e-05, 1.15e-05, 8.61e-06, 6.20e-06, 1.75e-05, 1.14e-05, 7.65e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.19e-05, 5.21e-06, 1.39e-05, 7.79e-06, 7.82e-06, 2.93e-05, 1.15e-05, 8.61e-06, 6.20e-06, 1.75e-05, 1.14e-05, 7.65e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.903377 s
Training model...
Step Train loss Test loss Test metric
504000 [1.19e-05, 5.21e-06, 1.39e-05, 7.79e-06, 7.82e-06, 2.93e-05, 1.15e-05, 8.61e-06, 6.20e-06, 1.75e-05, 1.14e-05, 7.65e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.19e-05, 5.21e-06, 1.39e-05, 7.79e-06, 7.82e-06, 2.93e-05, 1.15e-05, 8.61e-06, 6.20e-06, 1.75e-05, 1.14e-05, 7.65e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
506000 [1.11e-04, 3.55e-05, 7.10e-05, 2.09e-05, 1.18e-04, 1.99e-04, 4.46e-05, 5.50e-06, 1.15e-04, 5.98e-05, 2.23e-04, 2.74e-04, 2.34e-05, 2.30e-05, 6.76e-07] [1.11e-04, 3.55e-05, 7.10e-05, 2.09e-05, 1.18e-04, 1.99e-04, 4.46e-05, 5.50e-06, 1.15e-04, 5.98e-05, 2.23e-04, 2.74e-04, 2.34e-05, 2.30e-05, 6.76e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 20.899278 s
Training model...
Step Train loss Test loss Test metric
506000 [1.11e-04, 3.55e-05, 7.10e-05, 2.09e-05, 1.18e-04, 1.99e-04, 4.46e-05, 5.50e-06, 1.15e-04, 5.98e-05, 2.23e-04, 2.74e-04, 2.34e-05, 2.30e-05, 6.76e-07] [1.11e-04, 3.55e-05, 7.10e-05, 2.09e-05, 1.18e-04, 1.99e-04, 4.46e-05, 5.50e-06, 1.15e-04, 5.98e-05, 2.23e-04, 2.74e-04, 2.34e-05, 2.30e-05, 6.76e-07] []
508000 [6.39e-06, 1.39e-06, 6.20e-06, 1.97e-06, 2.49e-06, 7.04e-07, 2.35e-07, 8.10e-07, 2.49e-06, 2.56e-06, 9.83e-07, 7.52e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.39e-06, 1.39e-06, 6.20e-06, 1.97e-06, 2.49e-06, 7.04e-07, 2.35e-07, 8.10e-07, 2.49e-06, 2.56e-06, 9.83e-07, 7.52e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.629275 s
Training model...
Step Train loss Test loss Test metric
508000 [6.39e-06, 1.39e-06, 6.20e-06, 1.97e-06, 2.49e-06, 7.04e-07, 2.35e-07, 8.10e-07, 2.49e-06, 2.56e-06, 9.83e-07, 7.52e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.39e-06, 1.39e-06, 6.20e-06, 1.97e-06, 2.49e-06, 7.04e-07, 2.35e-07, 8.10e-07, 2.49e-06, 2.56e-06, 9.83e-07, 7.52e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
510000 [4.24e-05, 1.07e-05, 3.09e-05, 1.54e-05, 2.77e-05, 3.00e-05, 8.35e-05, 2.42e-05, 2.86e-05, 3.14e-05, 2.78e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.24e-05, 1.07e-05, 3.09e-05, 1.54e-05, 2.77e-05, 3.00e-05, 8.35e-05, 2.42e-05, 2.86e-05, 3.14e-05, 2.78e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.909614 s
Training model...
Step Train loss Test loss Test metric
510000 [4.24e-05, 1.07e-05, 3.09e-05, 1.54e-05, 2.77e-05, 3.00e-05, 8.35e-05, 2.42e-05, 2.86e-05, 3.14e-05, 2.78e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.24e-05, 1.07e-05, 3.09e-05, 1.54e-05, 2.77e-05, 3.00e-05, 8.35e-05, 2.42e-05, 2.86e-05, 3.14e-05, 2.78e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
512000 [1.63e-05, 8.41e-06, 1.01e-05, 9.00e-06, 6.11e-06, 7.96e-06, 1.79e-06, 8.51e-06, 1.97e-05, 5.32e-06, 9.31e-06, 8.40e-05, 3.74e-06, 1.12e-06, 1.61e-08] [1.63e-05, 8.41e-06, 1.01e-05, 9.00e-06, 6.11e-06, 7.96e-06, 1.79e-06, 8.51e-06, 1.97e-05, 5.32e-06, 9.31e-06, 8.40e-05, 3.74e-06, 1.12e-06, 1.61e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.632240 s
Training model...
Step Train loss Test loss Test metric
512000 [1.63e-05, 8.41e-06, 1.01e-05, 9.00e-06, 6.11e-06, 7.96e-06, 1.79e-06, 8.51e-06, 1.97e-05, 5.32e-06, 9.31e-06, 8.40e-05, 3.74e-06, 1.12e-06, 1.61e-08] [1.63e-05, 8.41e-06, 1.01e-05, 9.00e-06, 6.11e-06, 7.96e-06, 1.79e-06, 8.51e-06, 1.97e-05, 5.32e-06, 9.31e-06, 8.40e-05, 3.74e-06, 1.12e-06, 1.61e-08] []
514000 [6.70e-07, 2.28e-06, 1.29e-06, 1.05e-06, 2.62e-07, 2.24e-07, 2.97e-06, 9.90e-08, 1.25e-06, 9.47e-07, 6.40e-07, 3.83e-06, 1.32e-07, 8.55e-09, 3.98e-08] [6.70e-07, 2.28e-06, 1.29e-06, 1.05e-06, 2.62e-07, 2.24e-07, 2.97e-06, 9.90e-08, 1.25e-06, 9.47e-07, 6.40e-07, 3.83e-06, 1.32e-07, 8.55e-09, 3.98e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.368197 s
Training model...
Step Train loss Test loss Test metric
514000 [6.70e-07, 2.28e-06, 1.29e-06, 1.05e-06, 2.62e-07, 2.24e-07, 2.97e-06, 9.90e-08, 1.25e-06, 9.47e-07, 6.40e-07, 3.83e-06, 1.32e-07, 8.55e-09, 3.98e-08] [6.70e-07, 2.28e-06, 1.29e-06, 1.05e-06, 2.62e-07, 2.24e-07, 2.97e-06, 9.90e-08, 1.25e-06, 9.47e-07, 6.40e-07, 3.83e-06, 1.32e-07, 8.55e-09, 3.98e-08] []
516000 [4.42e-06, 4.79e-06, 4.53e-06, 2.41e-06, 1.04e-06, 1.22e-06, 2.40e-08, 1.16e-06, 2.96e-06, 2.15e-06, 2.06e-06, 1.41e-05, 1.12e-06, 2.57e-08, 1.29e-10] [4.42e-06, 4.79e-06, 4.53e-06, 2.41e-06, 1.04e-06, 1.22e-06, 2.40e-08, 1.16e-06, 2.96e-06, 2.15e-06, 2.06e-06, 1.41e-05, 1.12e-06, 2.57e-08, 1.29e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.006508 s
Training model...
Step Train loss Test loss Test metric
516000 [4.42e-06, 4.79e-06, 4.53e-06, 2.41e-06, 1.04e-06, 1.22e-06, 2.40e-08, 1.16e-06, 2.96e-06, 2.15e-06, 2.06e-06, 1.41e-05, 1.12e-06, 2.57e-08, 1.29e-10] [4.42e-06, 4.79e-06, 4.53e-06, 2.41e-06, 1.04e-06, 1.22e-06, 2.40e-08, 1.16e-06, 2.96e-06, 2.15e-06, 2.06e-06, 1.41e-05, 1.12e-06, 2.57e-08, 1.29e-10] []
518000 [4.36e-06, 4.75e-06, 3.43e-06, 3.50e-06, 1.01e-06, 8.92e-07, 3.27e-10, 1.24e-06, 3.12e-06, 2.03e-06, 2.78e-06, 1.62e-05, 8.80e-07, 1.04e-07, 0.00e+00] [4.36e-06, 4.75e-06, 3.43e-06, 3.50e-06, 1.01e-06, 8.92e-07, 3.27e-10, 1.24e-06, 3.12e-06, 2.03e-06, 2.78e-06, 1.62e-05, 8.80e-07, 1.04e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.586283 s
Training model...
Step Train loss Test loss Test metric
518000 [4.36e-06, 4.75e-06, 3.43e-06, 3.50e-06, 1.01e-06, 8.92e-07, 3.27e-10, 1.24e-06, 3.12e-06, 2.03e-06, 2.78e-06, 1.62e-05, 8.80e-07, 1.04e-07, 0.00e+00] [4.36e-06, 4.75e-06, 3.43e-06, 3.50e-06, 1.01e-06, 8.92e-07, 3.27e-10, 1.24e-06, 3.12e-06, 2.03e-06, 2.78e-06, 1.62e-05, 8.80e-07, 1.04e-07, 0.00e+00] []
520000 [4.63e-06, 7.75e-06, 8.40e-06, 4.83e-06, 1.53e-06, 8.04e-06, 3.40e-06, 4.76e-06, 2.24e-05, 2.79e-05, 2.03e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.63e-06, 7.75e-06, 8.40e-06, 4.83e-06, 1.53e-06, 8.04e-06, 3.40e-06, 4.76e-06, 2.24e-05, 2.79e-05, 2.03e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.132034 s
Training model...
Step Train loss Test loss Test metric
520000 [4.63e-06, 7.75e-06, 8.40e-06, 4.83e-06, 1.53e-06, 8.04e-06, 3.40e-06, 4.76e-06, 2.24e-05, 2.79e-05, 2.03e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.63e-06, 7.75e-06, 8.40e-06, 4.83e-06, 1.53e-06, 8.04e-06, 3.40e-06, 4.76e-06, 2.24e-05, 2.79e-05, 2.03e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
522000 [9.35e-06, 5.55e-06, 1.45e-05, 8.56e-06, 6.85e-06, 1.16e-05, 9.25e-07, 1.85e-05, 4.66e-05, 3.34e-05, 2.33e-05, 2.28e-04, 0.00e+00, 0.00e+00, 0.00e+00] [9.35e-06, 5.55e-06, 1.45e-05, 8.56e-06, 6.85e-06, 1.16e-05, 9.25e-07, 1.85e-05, 4.66e-05, 3.34e-05, 2.33e-05, 2.28e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.793206 s
Training model...
Step Train loss Test loss Test metric
522000 [9.35e-06, 5.55e-06, 1.45e-05, 8.56e-06, 6.85e-06, 1.16e-05, 9.25e-07, 1.85e-05, 4.66e-05, 3.34e-05, 2.33e-05, 2.28e-04, 0.00e+00, 0.00e+00, 0.00e+00] [9.35e-06, 5.55e-06, 1.45e-05, 8.56e-06, 6.85e-06, 1.16e-05, 9.25e-07, 1.85e-05, 4.66e-05, 3.34e-05, 2.33e-05, 2.28e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
524000 [7.21e-06, 3.63e-06, 4.78e-06, 4.46e-06, 3.95e-06, 1.26e-06, 7.57e-09, 1.88e-06, 2.28e-06, 3.61e-06, 1.38e-06, 1.64e-05, 1.36e-06, 1.71e-07, 3.44e-11] [7.21e-06, 3.63e-06, 4.78e-06, 4.46e-06, 3.95e-06, 1.26e-06, 7.57e-09, 1.88e-06, 2.28e-06, 3.61e-06, 1.38e-06, 1.64e-05, 1.36e-06, 1.71e-07, 3.44e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.543771 s
Training model...
Step Train loss Test loss Test metric
524000 [7.21e-06, 3.63e-06, 4.78e-06, 4.46e-06, 3.95e-06, 1.26e-06, 7.57e-09, 1.88e-06, 2.28e-06, 3.61e-06, 1.38e-06, 1.64e-05, 1.36e-06, 1.71e-07, 3.44e-11] [7.21e-06, 3.63e-06, 4.78e-06, 4.46e-06, 3.95e-06, 1.26e-06, 7.57e-09, 1.88e-06, 2.28e-06, 3.61e-06, 1.38e-06, 1.64e-05, 1.36e-06, 1.71e-07, 3.44e-11] []
526000 [5.30e-06, 4.29e-06, 3.85e-06, 3.71e-06, 2.09e-06, 1.89e-06, 1.33e-06, 1.73e-06, 3.43e-06, 2.33e-06, 1.99e-06, 1.76e-05, 1.26e-06, 2.60e-07, 1.32e-08] [5.30e-06, 4.29e-06, 3.85e-06, 3.71e-06, 2.09e-06, 1.89e-06, 1.33e-06, 1.73e-06, 3.43e-06, 2.33e-06, 1.99e-06, 1.76e-05, 1.26e-06, 2.60e-07, 1.32e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.218293 s
Training model...
Step Train loss Test loss Test metric
526000 [5.30e-06, 4.29e-06, 3.85e-06, 3.71e-06, 2.09e-06, 1.89e-06, 1.33e-06, 1.73e-06, 3.43e-06, 2.33e-06, 1.99e-06, 1.76e-05, 1.26e-06, 2.60e-07, 1.32e-08] [5.30e-06, 4.29e-06, 3.85e-06, 3.71e-06, 2.09e-06, 1.89e-06, 1.33e-06, 1.73e-06, 3.43e-06, 2.33e-06, 1.99e-06, 1.76e-05, 1.26e-06, 2.60e-07, 1.32e-08] []
528000 [2.79e-05, 1.20e-05, 1.74e-05, 1.71e-05, 2.32e-06, 3.59e-05, 3.41e-05, 3.67e-05, 8.56e-05, 8.68e-06, 1.86e-05, 1.82e-04, 6.56e-06, 4.28e-06, 0.00e+00] [2.79e-05, 1.20e-05, 1.74e-05, 1.71e-05, 2.32e-06, 3.59e-05, 3.41e-05, 3.67e-05, 8.56e-05, 8.68e-06, 1.86e-05, 1.82e-04, 6.56e-06, 4.28e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.818615 s
Training model...
Step Train loss Test loss Test metric
528000 [2.79e-05, 1.20e-05, 1.74e-05, 1.71e-05, 2.32e-06, 3.59e-05, 3.41e-05, 3.67e-05, 8.56e-05, 8.68e-06, 1.86e-05, 1.82e-04, 6.56e-06, 4.28e-06, 0.00e+00] [2.79e-05, 1.20e-05, 1.74e-05, 1.71e-05, 2.32e-06, 3.59e-05, 3.41e-05, 3.67e-05, 8.56e-05, 8.68e-06, 1.86e-05, 1.82e-04, 6.56e-06, 4.28e-06, 0.00e+00] []
530000 [1.06e-05, 4.17e-06, 1.25e-05, 5.99e-06, 7.50e-06, 7.92e-06, 2.47e-06, 4.98e-06, 4.29e-06, 1.21e-05, 3.77e-06, 4.71e-05, 0.00e+00, 0.00e+00, 4.41e-08] [1.06e-05, 4.17e-06, 1.25e-05, 5.99e-06, 7.50e-06, 7.92e-06, 2.47e-06, 4.98e-06, 4.29e-06, 1.21e-05, 3.77e-06, 4.71e-05, 0.00e+00, 0.00e+00, 4.41e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.820550 s
Training model...
Step Train loss Test loss Test metric
530000 [1.06e-05, 4.17e-06, 1.25e-05, 5.99e-06, 7.50e-06, 7.92e-06, 2.47e-06, 4.98e-06, 4.29e-06, 1.21e-05, 3.77e-06, 4.71e-05, 0.00e+00, 0.00e+00, 4.41e-08] [1.06e-05, 4.17e-06, 1.25e-05, 5.99e-06, 7.50e-06, 7.92e-06, 2.47e-06, 4.98e-06, 4.29e-06, 1.21e-05, 3.77e-06, 4.71e-05, 0.00e+00, 0.00e+00, 4.41e-08] []
532000 [7.20e-07, 3.27e-06, 1.45e-06, 3.43e-07, 3.30e-10, 1.35e-07, 1.74e-08, 3.91e-08, 2.02e-06, 5.19e-07, 2.31e-06, 4.26e-07, 5.79e-11, 0.00e+00, 0.00e+00] [7.20e-07, 3.27e-06, 1.45e-06, 3.43e-07, 3.30e-10, 1.35e-07, 1.74e-08, 3.91e-08, 2.02e-06, 5.19e-07, 2.31e-06, 4.26e-07, 5.79e-11, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.022483 s
Training model...
Step Train loss Test loss Test metric
532000 [7.20e-07, 3.27e-06, 1.45e-06, 3.43e-07, 3.30e-10, 1.35e-07, 1.74e-08, 3.91e-08, 2.02e-06, 5.19e-07, 2.31e-06, 4.26e-07, 5.79e-11, 0.00e+00, 0.00e+00] [7.20e-07, 3.27e-06, 1.45e-06, 3.43e-07, 3.30e-10, 1.35e-07, 1.74e-08, 3.91e-08, 2.02e-06, 5.19e-07, 2.31e-06, 4.26e-07, 5.79e-11, 0.00e+00, 0.00e+00] []
534000 [1.37e-06, 2.35e-06, 2.82e-06, 7.76e-07, 2.33e-07, 9.53e-10, 8.05e-09, 3.10e-10, 2.85e-07, 1.07e-06, 7.99e-07, 9.94e-07, 0.00e+00, 1.16e-08, 0.00e+00] [1.37e-06, 2.35e-06, 2.82e-06, 7.76e-07, 2.33e-07, 9.53e-10, 8.05e-09, 3.10e-10, 2.85e-07, 1.07e-06, 7.99e-07, 9.94e-07, 0.00e+00, 1.16e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.800077 s
Training model...
Step Train loss Test loss Test metric
534000 [1.37e-06, 2.35e-06, 2.82e-06, 7.76e-07, 2.33e-07, 9.53e-10, 8.05e-09, 3.10e-10, 2.85e-07, 1.07e-06, 7.99e-07, 9.94e-07, 0.00e+00, 1.16e-08, 0.00e+00] [1.37e-06, 2.35e-06, 2.82e-06, 7.76e-07, 2.33e-07, 9.53e-10, 8.05e-09, 3.10e-10, 2.85e-07, 1.07e-06, 7.99e-07, 9.94e-07, 0.00e+00, 1.16e-08, 0.00e+00] []
536000 [9.58e-06, 4.34e-06, 5.96e-06, 4.73e-06, 4.77e-06, 2.68e-06, 1.14e-06, 2.52e-06, 3.03e-06, 4.20e-06, 1.41e-06, 1.95e-05, 1.75e-06, 2.72e-07, 0.00e+00] [9.58e-06, 4.34e-06, 5.96e-06, 4.73e-06, 4.77e-06, 2.68e-06, 1.14e-06, 2.52e-06, 3.03e-06, 4.20e-06, 1.41e-06, 1.95e-05, 1.75e-06, 2.72e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.687608 s
Training model...
Step Train loss Test loss Test metric
536000 [9.58e-06, 4.34e-06, 5.96e-06, 4.73e-06, 4.77e-06, 2.68e-06, 1.14e-06, 2.52e-06, 3.03e-06, 4.20e-06, 1.41e-06, 1.95e-05, 1.75e-06, 2.72e-07, 0.00e+00] [9.58e-06, 4.34e-06, 5.96e-06, 4.73e-06, 4.77e-06, 2.68e-06, 1.14e-06, 2.52e-06, 3.03e-06, 4.20e-06, 1.41e-06, 1.95e-05, 1.75e-06, 2.72e-07, 0.00e+00] []
538000 [8.12e-06, 1.73e-06, 7.61e-06, 2.07e-06, 4.23e-06, 1.97e-06, 7.37e-06, 1.26e-06, 5.66e-06, 3.53e-06, 1.75e-06, 1.17e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.12e-06, 1.73e-06, 7.61e-06, 2.07e-06, 4.23e-06, 1.97e-06, 7.37e-06, 1.26e-06, 5.66e-06, 3.53e-06, 1.75e-06, 1.17e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.305032 s
Training model...
Step Train loss Test loss Test metric
538000 [8.12e-06, 1.73e-06, 7.61e-06, 2.07e-06, 4.23e-06, 1.97e-06, 7.37e-06, 1.26e-06, 5.66e-06, 3.53e-06, 1.75e-06, 1.17e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.12e-06, 1.73e-06, 7.61e-06, 2.07e-06, 4.23e-06, 1.97e-06, 7.37e-06, 1.26e-06, 5.66e-06, 3.53e-06, 1.75e-06, 1.17e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
540000 [7.37e-07, 1.49e-06, 1.77e-06, 5.10e-07, 1.57e-07, 7.91e-10, 9.63e-07, 4.58e-07, 4.79e-07, 6.24e-07, 6.59e-07, 1.47e-06, 0.00e+00, 1.52e-11, 0.00e+00] [7.37e-07, 1.49e-06, 1.77e-06, 5.10e-07, 1.57e-07, 7.91e-10, 9.63e-07, 4.58e-07, 4.79e-07, 6.24e-07, 6.59e-07, 1.47e-06, 0.00e+00, 1.52e-11, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.825587 s
Training model...
Step Train loss Test loss Test metric
540000 [7.37e-07, 1.49e-06, 1.77e-06, 5.10e-07, 1.57e-07, 7.91e-10, 9.63e-07, 4.58e-07, 4.79e-07, 6.24e-07, 6.59e-07, 1.47e-06, 0.00e+00, 1.52e-11, 0.00e+00] [7.37e-07, 1.49e-06, 1.77e-06, 5.10e-07, 1.57e-07, 7.91e-10, 9.63e-07, 4.58e-07, 4.79e-07, 6.24e-07, 6.59e-07, 1.47e-06, 0.00e+00, 1.52e-11, 0.00e+00] []
542000 [5.76e-07, 2.44e-06, 1.26e-06, 9.39e-07, 8.02e-08, 1.52e-08, 4.16e-10, 1.36e-08, 5.39e-07, 1.18e-06, 7.50e-07, 3.96e-07, 2.75e-08, 6.28e-09, 1.05e-09] [5.76e-07, 2.44e-06, 1.26e-06, 9.39e-07, 8.02e-08, 1.52e-08, 4.16e-10, 1.36e-08, 5.39e-07, 1.18e-06, 7.50e-07, 3.96e-07, 2.75e-08, 6.28e-09, 1.05e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.325855 s
Training model...
Step Train loss Test loss Test metric
542000 [5.76e-07, 2.44e-06, 1.26e-06, 9.39e-07, 8.02e-08, 1.52e-08, 4.16e-10, 1.36e-08, 5.39e-07, 1.18e-06, 7.50e-07, 3.96e-07, 2.75e-08, 6.28e-09, 1.05e-09] [5.76e-07, 2.44e-06, 1.26e-06, 9.39e-07, 8.02e-08, 1.52e-08, 4.16e-10, 1.36e-08, 5.39e-07, 1.18e-06, 7.50e-07, 3.96e-07, 2.75e-08, 6.28e-09, 1.05e-09] []
544000 [5.96e-06, 3.72e-06, 7.63e-06, 3.40e-06, 2.28e-06, 6.88e-06, 4.76e-08, 1.42e-06, 5.68e-06, 1.12e-05, 1.74e-05, 6.87e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.96e-06, 3.72e-06, 7.63e-06, 3.40e-06, 2.28e-06, 6.88e-06, 4.76e-08, 1.42e-06, 5.68e-06, 1.12e-05, 1.74e-05, 6.87e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.394642 s
Training model...
Step Train loss Test loss Test metric
544000 [5.96e-06, 3.72e-06, 7.63e-06, 3.40e-06, 2.28e-06, 6.88e-06, 4.76e-08, 1.42e-06, 5.68e-06, 1.12e-05, 1.74e-05, 6.87e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.96e-06, 3.72e-06, 7.63e-06, 3.40e-06, 2.28e-06, 6.88e-06, 4.76e-08, 1.42e-06, 5.68e-06, 1.12e-05, 1.74e-05, 6.87e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
546000 [1.43e-06, 3.89e-06, 3.33e-06, 5.90e-07, 2.31e-07, 4.77e-08, 2.47e-09, 6.39e-08, 3.49e-07, 1.45e-06, 9.11e-07, 1.04e-06, 0.00e+00, 7.07e-09, 0.00e+00] [1.43e-06, 3.89e-06, 3.33e-06, 5.90e-07, 2.31e-07, 4.77e-08, 2.47e-09, 6.39e-08, 3.49e-07, 1.45e-06, 9.11e-07, 1.04e-06, 0.00e+00, 7.07e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.589385 s
Training model...
Step Train loss Test loss Test metric
546000 [1.43e-06, 3.89e-06, 3.33e-06, 5.90e-07, 2.31e-07, 4.77e-08, 2.47e-09, 6.39e-08, 3.49e-07, 1.45e-06, 9.11e-07, 1.04e-06, 0.00e+00, 7.07e-09, 0.00e+00] [1.43e-06, 3.89e-06, 3.33e-06, 5.90e-07, 2.31e-07, 4.77e-08, 2.47e-09, 6.39e-08, 3.49e-07, 1.45e-06, 9.11e-07, 1.04e-06, 0.00e+00, 7.07e-09, 0.00e+00] []
548000 [2.18e-06, 3.55e-06, 2.12e-06, 2.33e-06, 3.09e-07, 1.12e-06, 1.07e-08, 2.98e-07, 1.75e-06, 1.66e-06, 1.49e-06, 2.38e-06, 1.09e-07, 4.17e-08, 3.47e-11] [2.18e-06, 3.55e-06, 2.12e-06, 2.33e-06, 3.09e-07, 1.12e-06, 1.07e-08, 2.98e-07, 1.75e-06, 1.66e-06, 1.49e-06, 2.38e-06, 1.09e-07, 4.17e-08, 3.47e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.238990 s
Training model...
Step Train loss Test loss Test metric
548000 [2.18e-06, 3.55e-06, 2.12e-06, 2.33e-06, 3.09e-07, 1.12e-06, 1.07e-08, 2.98e-07, 1.75e-06, 1.66e-06, 1.49e-06, 2.38e-06, 1.09e-07, 4.17e-08, 3.47e-11] [2.18e-06, 3.55e-06, 2.12e-06, 2.33e-06, 3.09e-07, 1.12e-06, 1.07e-08, 2.98e-07, 1.75e-06, 1.66e-06, 1.49e-06, 2.38e-06, 1.09e-07, 4.17e-08, 3.47e-11] []
550000 [3.71e-05, 9.53e-06, 2.47e-05, 1.82e-05, 2.00e-05, 4.40e-06, 9.39e-08, 2.78e-06, 3.79e-06, 1.57e-05, 5.15e-06, 5.94e-05, 8.28e-06, 7.79e-07, 6.33e-10] [3.71e-05, 9.53e-06, 2.47e-05, 1.82e-05, 2.00e-05, 4.40e-06, 9.39e-08, 2.78e-06, 3.79e-06, 1.57e-05, 5.15e-06, 5.94e-05, 8.28e-06, 7.79e-07, 6.33e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.111240 s
Training model...
Step Train loss Test loss Test metric
550000 [3.71e-05, 9.53e-06, 2.47e-05, 1.82e-05, 2.00e-05, 4.40e-06, 9.39e-08, 2.78e-06, 3.79e-06, 1.57e-05, 5.15e-06, 5.94e-05, 8.28e-06, 7.79e-07, 6.33e-10] [3.71e-05, 9.53e-06, 2.47e-05, 1.82e-05, 2.00e-05, 4.40e-06, 9.39e-08, 2.78e-06, 3.79e-06, 1.57e-05, 5.15e-06, 5.94e-05, 8.28e-06, 7.79e-07, 6.33e-10] []
552000 [5.70e-06, 2.27e-06, 5.75e-06, 2.20e-06, 3.85e-06, 3.99e-06, 1.40e-06, 3.31e-06, 1.32e-06, 2.02e-06, 5.30e-06, 1.61e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.70e-06, 2.27e-06, 5.75e-06, 2.20e-06, 3.85e-06, 3.99e-06, 1.40e-06, 3.31e-06, 1.32e-06, 2.02e-06, 5.30e-06, 1.61e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.457625 s
Training model...
Step Train loss Test loss Test metric
552000 [5.70e-06, 2.27e-06, 5.75e-06, 2.20e-06, 3.85e-06, 3.99e-06, 1.40e-06, 3.31e-06, 1.32e-06, 2.02e-06, 5.30e-06, 1.61e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.70e-06, 2.27e-06, 5.75e-06, 2.20e-06, 3.85e-06, 3.99e-06, 1.40e-06, 3.31e-06, 1.32e-06, 2.02e-06, 5.30e-06, 1.61e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
554000 [5.99e-06, 4.10e-06, 4.06e-06, 3.09e-06, 2.87e-06, 3.24e-06, 6.48e-07, 1.16e-06, 2.30e-06, 2.51e-06, 4.18e-06, 1.88e-05, 7.77e-07, 5.19e-07, 0.00e+00] [5.99e-06, 4.10e-06, 4.06e-06, 3.09e-06, 2.87e-06, 3.24e-06, 6.48e-07, 1.16e-06, 2.30e-06, 2.51e-06, 4.18e-06, 1.88e-05, 7.77e-07, 5.19e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.763198 s
Training model...
Step Train loss Test loss Test metric
554000 [5.99e-06, 4.10e-06, 4.06e-06, 3.09e-06, 2.87e-06, 3.24e-06, 6.48e-07, 1.16e-06, 2.30e-06, 2.51e-06, 4.18e-06, 1.88e-05, 7.77e-07, 5.19e-07, 0.00e+00] [5.99e-06, 4.10e-06, 4.06e-06, 3.09e-06, 2.87e-06, 3.24e-06, 6.48e-07, 1.16e-06, 2.30e-06, 2.51e-06, 4.18e-06, 1.88e-05, 7.77e-07, 5.19e-07, 0.00e+00] []
556000 [1.08e-06, 3.17e-06, 3.69e-06, 2.55e-06, 6.28e-07, 1.79e-06, 1.71e-05, 1.41e-07, 1.55e-06, 1.34e-06, 4.28e-06, 1.23e-05, 0.00e+00, 0.00e+00, 4.54e-07] [1.08e-06, 3.17e-06, 3.69e-06, 2.55e-06, 6.28e-07, 1.79e-06, 1.71e-05, 1.41e-07, 1.55e-06, 1.34e-06, 4.28e-06, 1.23e-05, 0.00e+00, 0.00e+00, 4.54e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.997868 s
Training model...
Step Train loss Test loss Test metric
556000 [1.08e-06, 3.17e-06, 3.69e-06, 2.55e-06, 6.28e-07, 1.79e-06, 1.71e-05, 1.41e-07, 1.55e-06, 1.34e-06, 4.28e-06, 1.23e-05, 0.00e+00, 0.00e+00, 4.54e-07] [1.08e-06, 3.17e-06, 3.69e-06, 2.55e-06, 6.28e-07, 1.79e-06, 1.71e-05, 1.41e-07, 1.55e-06, 1.34e-06, 4.28e-06, 1.23e-05, 0.00e+00, 0.00e+00, 4.54e-07] []
558000 [4.88e-05, 1.02e-05, 4.01e-05, 2.00e-05, 2.86e-05, 3.20e-05, 3.75e-05, 2.21e-05, 2.63e-05, 3.59e-05, 3.93e-05, 2.79e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.88e-05, 1.02e-05, 4.01e-05, 2.00e-05, 2.86e-05, 3.20e-05, 3.75e-05, 2.21e-05, 2.63e-05, 3.59e-05, 3.93e-05, 2.79e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.827023 s
Training model...
Step Train loss Test loss Test metric
558000 [4.88e-05, 1.02e-05, 4.01e-05, 2.00e-05, 2.86e-05, 3.20e-05, 3.75e-05, 2.21e-05, 2.63e-05, 3.59e-05, 3.93e-05, 2.79e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.88e-05, 1.02e-05, 4.01e-05, 2.00e-05, 2.86e-05, 3.20e-05, 3.75e-05, 2.21e-05, 2.63e-05, 3.59e-05, 3.93e-05, 2.79e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
560000 [3.76e-04, 6.73e-05, 2.21e-04, 1.14e-04, 2.09e-04, 7.32e-05, 1.18e-04, 5.09e-05, 6.15e-05, 1.82e-04, 5.97e-05, 7.71e-04, 0.00e+00, 0.00e+00, 0.00e+00] [3.76e-04, 6.73e-05, 2.21e-04, 1.14e-04, 2.09e-04, 7.32e-05, 1.18e-04, 5.09e-05, 6.15e-05, 1.82e-04, 5.97e-05, 7.71e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.603117 s
Training model...
Step Train loss Test loss Test metric
560000 [3.76e-04, 6.73e-05, 2.21e-04, 1.14e-04, 2.09e-04, 7.32e-05, 1.18e-04, 5.09e-05, 6.15e-05, 1.82e-04, 5.97e-05, 7.71e-04, 0.00e+00, 0.00e+00, 0.00e+00] [3.76e-04, 6.73e-05, 2.21e-04, 1.14e-04, 2.09e-04, 7.32e-05, 1.18e-04, 5.09e-05, 6.15e-05, 1.82e-04, 5.97e-05, 7.71e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
562000 [3.20e-05, 8.01e-06, 2.07e-05, 1.36e-05, 1.62e-05, 4.98e-06, 1.21e-06, 7.16e-06, 1.58e-05, 1.33e-05, 4.97e-06, 7.25e-05, 6.78e-06, 6.17e-07, 1.34e-08] [3.20e-05, 8.01e-06, 2.07e-05, 1.36e-05, 1.62e-05, 4.98e-06, 1.21e-06, 7.16e-06, 1.58e-05, 1.33e-05, 4.97e-06, 7.25e-05, 6.78e-06, 6.17e-07, 1.34e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.630905 s
Training model...
Step Train loss Test loss Test metric
562000 [3.20e-05, 8.01e-06, 2.07e-05, 1.36e-05, 1.62e-05, 4.98e-06, 1.21e-06, 7.16e-06, 1.58e-05, 1.33e-05, 4.97e-06, 7.25e-05, 6.78e-06, 6.17e-07, 1.34e-08] [3.20e-05, 8.01e-06, 2.07e-05, 1.36e-05, 1.62e-05, 4.98e-06, 1.21e-06, 7.16e-06, 1.58e-05, 1.33e-05, 4.97e-06, 7.25e-05, 6.78e-06, 6.17e-07, 1.34e-08] []
564000 [2.06e-06, 3.21e-06, 2.08e-06, 1.78e-06, 7.09e-07, 2.64e-07, 4.84e-09, 8.58e-07, 3.90e-06, 6.66e-07, 1.36e-06, 4.11e-06, 2.40e-07, 6.33e-09, 1.48e-11] [2.06e-06, 3.21e-06, 2.08e-06, 1.78e-06, 7.09e-07, 2.64e-07, 4.84e-09, 8.58e-07, 3.90e-06, 6.66e-07, 1.36e-06, 4.11e-06, 2.40e-07, 6.33e-09, 1.48e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.539565 s
Training model...
Step Train loss Test loss Test metric
564000 [2.06e-06, 3.21e-06, 2.08e-06, 1.78e-06, 7.09e-07, 2.64e-07, 4.84e-09, 8.58e-07, 3.90e-06, 6.66e-07, 1.36e-06, 4.11e-06, 2.40e-07, 6.33e-09, 1.48e-11] [2.06e-06, 3.21e-06, 2.08e-06, 1.78e-06, 7.09e-07, 2.64e-07, 4.84e-09, 8.58e-07, 3.90e-06, 6.66e-07, 1.36e-06, 4.11e-06, 2.40e-07, 6.33e-09, 1.48e-11] []
566000 [3.32e-07, 2.11e-06, 1.16e-06, 4.85e-07, 6.18e-08, 4.03e-08, 2.12e-07, 2.71e-08, 3.47e-07, 7.41e-07, 7.04e-07, 2.92e-07, 1.72e-08, 4.95e-09, 1.92e-09] [3.32e-07, 2.11e-06, 1.16e-06, 4.85e-07, 6.18e-08, 4.03e-08, 2.12e-07, 2.71e-08, 3.47e-07, 7.41e-07, 7.04e-07, 2.92e-07, 1.72e-08, 4.95e-09, 1.92e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.634680 s
Training model...
Step Train loss Test loss Test metric
566000 [3.32e-07, 2.11e-06, 1.16e-06, 4.85e-07, 6.18e-08, 4.03e-08, 2.12e-07, 2.71e-08, 3.47e-07, 7.41e-07, 7.04e-07, 2.92e-07, 1.72e-08, 4.95e-09, 1.92e-09] [3.32e-07, 2.11e-06, 1.16e-06, 4.85e-07, 6.18e-08, 4.03e-08, 2.12e-07, 2.71e-08, 3.47e-07, 7.41e-07, 7.04e-07, 2.92e-07, 1.72e-08, 4.95e-09, 1.92e-09] []
568000 [9.79e-07, 2.19e-06, 2.73e-06, 1.73e-06, 5.56e-07, 4.44e-09, 5.69e-07, 3.61e-07, 2.80e-06, 1.67e-06, 1.31e-06, 4.32e-06, 0.00e+00, 2.70e-11, 0.00e+00] [9.79e-07, 2.19e-06, 2.73e-06, 1.73e-06, 5.56e-07, 4.44e-09, 5.69e-07, 3.61e-07, 2.80e-06, 1.67e-06, 1.31e-06, 4.32e-06, 0.00e+00, 2.70e-11, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.724729 s
Training model...
Step Train loss Test loss Test metric
568000 [9.79e-07, 2.19e-06, 2.73e-06, 1.73e-06, 5.56e-07, 4.44e-09, 5.69e-07, 3.61e-07, 2.80e-06, 1.67e-06, 1.31e-06, 4.32e-06, 0.00e+00, 2.70e-11, 0.00e+00] [9.79e-07, 2.19e-06, 2.73e-06, 1.73e-06, 5.56e-07, 4.44e-09, 5.69e-07, 3.61e-07, 2.80e-06, 1.67e-06, 1.31e-06, 4.32e-06, 0.00e+00, 2.70e-11, 0.00e+00] []
570000 [5.86e-06, 5.75e-06, 4.58e-06, 2.70e-06, 2.21e-06, 1.19e-06, 4.25e-06, 1.73e-06, 5.77e-06, 1.49e-06, 2.28e-06, 1.89e-05, 8.70e-07, 2.76e-07, 6.34e-08] [5.86e-06, 5.75e-06, 4.58e-06, 2.70e-06, 2.21e-06, 1.19e-06, 4.25e-06, 1.73e-06, 5.77e-06, 1.49e-06, 2.28e-06, 1.89e-05, 8.70e-07, 2.76e-07, 6.34e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.595670 s
Training model...
Step Train loss Test loss Test metric
570000 [5.86e-06, 5.75e-06, 4.58e-06, 2.70e-06, 2.21e-06, 1.19e-06, 4.25e-06, 1.73e-06, 5.77e-06, 1.49e-06, 2.28e-06, 1.89e-05, 8.70e-07, 2.76e-07, 6.34e-08] [5.86e-06, 5.75e-06, 4.58e-06, 2.70e-06, 2.21e-06, 1.19e-06, 4.25e-06, 1.73e-06, 5.77e-06, 1.49e-06, 2.28e-06, 1.89e-05, 8.70e-07, 2.76e-07, 6.34e-08] []
572000 [4.95e-05, 9.01e-06, 3.75e-05, 1.79e-05, 2.77e-05, 1.45e-05, 9.50e-06, 1.90e-05, 2.76e-05, 3.12e-05, 1.55e-05, 1.81e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.95e-05, 9.01e-06, 3.75e-05, 1.79e-05, 2.77e-05, 1.45e-05, 9.50e-06, 1.90e-05, 2.76e-05, 3.12e-05, 1.55e-05, 1.81e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.781491 s
Training model...
Step Train loss Test loss Test metric
572000 [4.95e-05, 9.01e-06, 3.75e-05, 1.79e-05, 2.77e-05, 1.45e-05, 9.50e-06, 1.90e-05, 2.76e-05, 3.12e-05, 1.55e-05, 1.81e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.95e-05, 9.01e-06, 3.75e-05, 1.79e-05, 2.77e-05, 1.45e-05, 9.50e-06, 1.90e-05, 2.76e-05, 3.12e-05, 1.55e-05, 1.81e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
574000 [1.61e-06, 1.71e-06, 2.97e-06, 5.80e-07, 7.71e-07, 1.65e-07, 3.27e-10, 8.26e-07, 4.56e-06, 1.90e-06, 2.93e-06, 2.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.61e-06, 1.71e-06, 2.97e-06, 5.80e-07, 7.71e-07, 1.65e-07, 3.27e-10, 8.26e-07, 4.56e-06, 1.90e-06, 2.93e-06, 2.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.052943 s
Training model...
Step Train loss Test loss Test metric
574000 [1.61e-06, 1.71e-06, 2.97e-06, 5.80e-07, 7.71e-07, 1.65e-07, 3.27e-10, 8.26e-07, 4.56e-06, 1.90e-06, 2.93e-06, 2.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.61e-06, 1.71e-06, 2.97e-06, 5.80e-07, 7.71e-07, 1.65e-07, 3.27e-10, 8.26e-07, 4.56e-06, 1.90e-06, 2.93e-06, 2.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
576000 [1.85e-06, 2.08e-06, 3.55e-06, 9.04e-07, 4.60e-07, 7.75e-08, 3.49e-07, 3.86e-08, 7.24e-07, 1.18e-06, 1.62e-06, 4.19e-06, 0.00e+00, 0.00e+00, 2.69e-09] [1.85e-06, 2.08e-06, 3.55e-06, 9.04e-07, 4.60e-07, 7.75e-08, 3.49e-07, 3.86e-08, 7.24e-07, 1.18e-06, 1.62e-06, 4.19e-06, 0.00e+00, 0.00e+00, 2.69e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.570460 s
Training model...
Step Train loss Test loss Test metric
576000 [1.85e-06, 2.08e-06, 3.55e-06, 9.04e-07, 4.60e-07, 7.75e-08, 3.49e-07, 3.86e-08, 7.24e-07, 1.18e-06, 1.62e-06, 4.19e-06, 0.00e+00, 0.00e+00, 2.69e-09] [1.85e-06, 2.08e-06, 3.55e-06, 9.04e-07, 4.60e-07, 7.75e-08, 3.49e-07, 3.86e-08, 7.24e-07, 1.18e-06, 1.62e-06, 4.19e-06, 0.00e+00, 0.00e+00, 2.69e-09] []
578000 [9.40e-06, 2.00e-06, 8.54e-06, 2.94e-06, 3.90e-06, 1.82e-06, 3.34e-08, 1.39e-06, 6.30e-07, 3.13e-06, 2.20e-06, 1.12e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.40e-06, 2.00e-06, 8.54e-06, 2.94e-06, 3.90e-06, 1.82e-06, 3.34e-08, 1.39e-06, 6.30e-07, 3.13e-06, 2.20e-06, 1.12e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.222730 s
Training model...
Step Train loss Test loss Test metric
578000 [9.40e-06, 2.00e-06, 8.54e-06, 2.94e-06, 3.90e-06, 1.82e-06, 3.34e-08, 1.39e-06, 6.30e-07, 3.13e-06, 2.20e-06, 1.12e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.40e-06, 2.00e-06, 8.54e-06, 2.94e-06, 3.90e-06, 1.82e-06, 3.34e-08, 1.39e-06, 6.30e-07, 3.13e-06, 2.20e-06, 1.12e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
580000 [6.84e-06, 4.56e-06, 6.35e-06, 6.00e-06, 1.43e-06, 1.26e-06, 6.06e-08, 6.94e-06, 4.05e-05, 2.43e-06, 1.35e-05, 3.00e-05, 1.09e-06, 3.07e-08, 6.25e-10] [6.84e-06, 4.56e-06, 6.35e-06, 6.00e-06, 1.43e-06, 1.26e-06, 6.06e-08, 6.94e-06, 4.05e-05, 2.43e-06, 1.35e-05, 3.00e-05, 1.09e-06, 3.07e-08, 6.25e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.881661 s
Training model...
Step Train loss Test loss Test metric
580000 [6.84e-06, 4.56e-06, 6.35e-06, 6.00e-06, 1.43e-06, 1.26e-06, 6.06e-08, 6.94e-06, 4.05e-05, 2.43e-06, 1.35e-05, 3.00e-05, 1.09e-06, 3.07e-08, 6.25e-10] [6.84e-06, 4.56e-06, 6.35e-06, 6.00e-06, 1.43e-06, 1.26e-06, 6.06e-08, 6.94e-06, 4.05e-05, 2.43e-06, 1.35e-05, 3.00e-05, 1.09e-06, 3.07e-08, 6.25e-10] []
582000 [4.32e-06, 4.74e-06, 3.50e-06, 3.42e-06, 2.02e-06, 7.80e-07, 1.99e-06, 2.88e-06, 1.13e-05, 1.13e-06, 2.67e-06, 1.70e-05, 6.15e-07, 1.34e-07, 1.98e-08] [4.32e-06, 4.74e-06, 3.50e-06, 3.42e-06, 2.02e-06, 7.80e-07, 1.99e-06, 2.88e-06, 1.13e-05, 1.13e-06, 2.67e-06, 1.70e-05, 6.15e-07, 1.34e-07, 1.98e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.262179 s
Training model...
Step Train loss Test loss Test metric
582000 [4.32e-06, 4.74e-06, 3.50e-06, 3.42e-06, 2.02e-06, 7.80e-07, 1.99e-06, 2.88e-06, 1.13e-05, 1.13e-06, 2.67e-06, 1.70e-05, 6.15e-07, 1.34e-07, 1.98e-08] [4.32e-06, 4.74e-06, 3.50e-06, 3.42e-06, 2.02e-06, 7.80e-07, 1.99e-06, 2.88e-06, 1.13e-05, 1.13e-06, 2.67e-06, 1.70e-05, 6.15e-07, 1.34e-07, 1.98e-08] []
584000 [2.26e-06, 2.01e-06, 3.99e-06, 1.70e-06, 9.92e-07, 3.11e-07, 2.74e-07, 1.44e-06, 3.28e-06, 1.83e-06, 1.44e-06, 6.01e-06, 0.00e+00, 0.00e+00, 6.41e-09] [2.26e-06, 2.01e-06, 3.99e-06, 1.70e-06, 9.92e-07, 3.11e-07, 2.74e-07, 1.44e-06, 3.28e-06, 1.83e-06, 1.44e-06, 6.01e-06, 0.00e+00, 0.00e+00, 6.41e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.758639 s
Training model...
Step Train loss Test loss Test metric
584000 [2.26e-06, 2.01e-06, 3.99e-06, 1.70e-06, 9.92e-07, 3.11e-07, 2.74e-07, 1.44e-06, 3.28e-06, 1.83e-06, 1.44e-06, 6.01e-06, 0.00e+00, 0.00e+00, 6.41e-09] [2.26e-06, 2.01e-06, 3.99e-06, 1.70e-06, 9.92e-07, 3.11e-07, 2.74e-07, 1.44e-06, 3.28e-06, 1.83e-06, 1.44e-06, 6.01e-06, 0.00e+00, 0.00e+00, 6.41e-09] []
586000 [3.97e-07, 2.12e-06, 1.74e-06, 1.32e-06, 8.23e-08, 1.04e-07, 1.49e-05, 1.13e-07, 2.11e-06, 1.25e-06, 2.49e-06, 3.24e-07, 0.00e+00, 1.85e-09, 0.00e+00] [3.97e-07, 2.12e-06, 1.74e-06, 1.32e-06, 8.23e-08, 1.04e-07, 1.49e-05, 1.13e-07, 2.11e-06, 1.25e-06, 2.49e-06, 3.24e-07, 0.00e+00, 1.85e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.576504 s
Training model...
Step Train loss Test loss Test metric
586000 [3.97e-07, 2.12e-06, 1.74e-06, 1.32e-06, 8.23e-08, 1.04e-07, 1.49e-05, 1.13e-07, 2.11e-06, 1.25e-06, 2.49e-06, 3.24e-07, 0.00e+00, 1.85e-09, 0.00e+00] [3.97e-07, 2.12e-06, 1.74e-06, 1.32e-06, 8.23e-08, 1.04e-07, 1.49e-05, 1.13e-07, 2.11e-06, 1.25e-06, 2.49e-06, 3.24e-07, 0.00e+00, 1.85e-09, 0.00e+00] []
588000 [7.63e-07, 2.11e-06, 1.10e-06, 9.76e-07, 5.20e-07, 5.20e-07, 5.31e-07, 3.32e-09, 1.65e-06, 1.29e-06, 1.78e-06, 2.32e-06, 5.25e-08, 3.58e-08, 0.00e+00] [7.63e-07, 2.11e-06, 1.10e-06, 9.76e-07, 5.20e-07, 5.20e-07, 5.31e-07, 3.32e-09, 1.65e-06, 1.29e-06, 1.78e-06, 2.32e-06, 5.25e-08, 3.58e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.426036 s
Training model...
Step Train loss Test loss Test metric
588000 [7.63e-07, 2.11e-06, 1.10e-06, 9.76e-07, 5.20e-07, 5.20e-07, 5.31e-07, 3.32e-09, 1.65e-06, 1.29e-06, 1.78e-06, 2.32e-06, 5.25e-08, 3.58e-08, 0.00e+00] [7.63e-07, 2.11e-06, 1.10e-06, 9.76e-07, 5.20e-07, 5.20e-07, 5.31e-07, 3.32e-09, 1.65e-06, 1.29e-06, 1.78e-06, 2.32e-06, 5.25e-08, 3.58e-08, 0.00e+00] []
590000 [2.33e-05, 7.26e-06, 1.96e-05, 1.07e-05, 2.08e-05, 1.64e-05, 6.74e-12, 2.38e-05, 2.03e-05, 3.71e-05, 3.33e-05, 2.29e-04, 0.00e+00, 0.00e+00, 1.35e-08] [2.33e-05, 7.26e-06, 1.96e-05, 1.07e-05, 2.08e-05, 1.64e-05, 6.74e-12, 2.38e-05, 2.03e-05, 3.71e-05, 3.33e-05, 2.29e-04, 0.00e+00, 0.00e+00, 1.35e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.037243 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
590000 [2.33e-05, 7.26e-06, 1.96e-05, 1.07e-05, 2.08e-05, 1.64e-05, 6.74e-12, 2.38e-05, 2.03e-05, 3.71e-05, 3.33e-05, 2.29e-04, 0.00e+00, 0.00e+00, 1.35e-08] [2.33e-05, 7.26e-06, 1.96e-05, 1.07e-05, 2.08e-05, 1.64e-05, 6.74e-12, 2.38e-05, 2.03e-05, 3.71e-05, 3.33e-05, 2.29e-04, 0.00e+00, 0.00e+00, 1.35e-08] []
592000 [5.00e-06, 4.27e-06, 3.45e-06, 3.09e-06, 2.48e-06, 1.29e-06, 5.05e-07, 2.23e-06, 5.38e-06, 1.65e-06, 2.37e-06, 1.71e-05, 9.38e-07, 1.85e-07, 0.00e+00] [5.00e-06, 4.27e-06, 3.45e-06, 3.09e-06, 2.48e-06, 1.29e-06, 5.05e-07, 2.23e-06, 5.38e-06, 1.65e-06, 2.37e-06, 1.71e-05, 9.38e-07, 1.85e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.850998 s
Training model...
Step Train loss Test loss Test metric
592000 [5.00e-06, 4.27e-06, 3.45e-06, 3.09e-06, 2.48e-06, 1.29e-06, 5.05e-07, 2.23e-06, 5.38e-06, 1.65e-06, 2.37e-06, 1.71e-05, 9.38e-07, 1.85e-07, 0.00e+00] [5.00e-06, 4.27e-06, 3.45e-06, 3.09e-06, 2.48e-06, 1.29e-06, 5.05e-07, 2.23e-06, 5.38e-06, 1.65e-06, 2.37e-06, 1.71e-05, 9.38e-07, 1.85e-07, 0.00e+00] []
594000 [1.89e-06, 3.53e-06, 4.80e-06, 3.36e-06, 8.97e-07, 2.73e-06, 1.44e-05, 2.04e-06, 6.02e-06, 7.98e-06, 1.44e-05, 5.12e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.89e-06, 3.53e-06, 4.80e-06, 3.36e-06, 8.97e-07, 2.73e-06, 1.44e-05, 2.04e-06, 6.02e-06, 7.98e-06, 1.44e-05, 5.12e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.197022 s
Training model...
Step Train loss Test loss Test metric
594000 [1.89e-06, 3.53e-06, 4.80e-06, 3.36e-06, 8.97e-07, 2.73e-06, 1.44e-05, 2.04e-06, 6.02e-06, 7.98e-06, 1.44e-05, 5.12e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.89e-06, 3.53e-06, 4.80e-06, 3.36e-06, 8.97e-07, 2.73e-06, 1.44e-05, 2.04e-06, 6.02e-06, 7.98e-06, 1.44e-05, 5.12e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
596000 [3.98e-06, 4.70e-06, 9.05e-06, 5.18e-06, 1.51e-06, 9.89e-06, 1.70e-05, 6.62e-06, 1.11e-05, 1.72e-05, 7.77e-06, 8.40e-05, 0.00e+00, 0.00e+00, 3.41e-07] [3.98e-06, 4.70e-06, 9.05e-06, 5.18e-06, 1.51e-06, 9.89e-06, 1.70e-05, 6.62e-06, 1.11e-05, 1.72e-05, 7.77e-06, 8.40e-05, 0.00e+00, 0.00e+00, 3.41e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.734377 s
Training model...
Step Train loss Test loss Test metric
596000 [3.98e-06, 4.70e-06, 9.05e-06, 5.18e-06, 1.51e-06, 9.89e-06, 1.70e-05, 6.62e-06, 1.11e-05, 1.72e-05, 7.77e-06, 8.40e-05, 0.00e+00, 0.00e+00, 3.41e-07] [3.98e-06, 4.70e-06, 9.05e-06, 5.18e-06, 1.51e-06, 9.89e-06, 1.70e-05, 6.62e-06, 1.11e-05, 1.72e-05, 7.77e-06, 8.40e-05, 0.00e+00, 0.00e+00, 3.41e-07] []
598000 [8.03e-06, 1.69e-06, 7.63e-06, 2.09e-06, 3.63e-06, 1.41e-06, 2.27e-06, 1.72e-06, 2.87e-06, 3.48e-06, 1.60e-06, 1.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.03e-06, 1.69e-06, 7.63e-06, 2.09e-06, 3.63e-06, 1.41e-06, 2.27e-06, 1.72e-06, 2.87e-06, 3.48e-06, 1.60e-06, 1.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.866139 s
Training model...
Step Train loss Test loss Test metric
598000 [8.03e-06, 1.69e-06, 7.63e-06, 2.09e-06, 3.63e-06, 1.41e-06, 2.27e-06, 1.72e-06, 2.87e-06, 3.48e-06, 1.60e-06, 1.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.03e-06, 1.69e-06, 7.63e-06, 2.09e-06, 3.63e-06, 1.41e-06, 2.27e-06, 1.72e-06, 2.87e-06, 3.48e-06, 1.60e-06, 1.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
600000 [1.26e-06, 1.78e-06, 2.16e-06, 4.58e-07, 6.75e-07, 9.96e-08, 4.38e-08, 1.89e-07, 2.93e-07, 1.16e-06, 7.02e-07, 1.52e-06, 0.00e+00, 5.81e-10, 2.06e-10] [1.26e-06, 1.78e-06, 2.16e-06, 4.58e-07, 6.75e-07, 9.96e-08, 4.38e-08, 1.89e-07, 2.93e-07, 1.16e-06, 7.02e-07, 1.52e-06, 0.00e+00, 5.81e-10, 2.06e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.760747 s
Training model...
Step Train loss Test loss Test metric
600000 [1.26e-06, 1.78e-06, 2.16e-06, 4.58e-07, 6.75e-07, 9.96e-08, 4.38e-08, 1.89e-07, 2.93e-07, 1.16e-06, 7.02e-07, 1.52e-06, 0.00e+00, 5.81e-10, 2.06e-10] [1.26e-06, 1.78e-06, 2.16e-06, 4.58e-07, 6.75e-07, 9.96e-08, 4.38e-08, 1.89e-07, 2.93e-07, 1.16e-06, 7.02e-07, 1.52e-06, 0.00e+00, 5.81e-10, 2.06e-10] []
602000 [1.42e-05, 5.16e-06, 7.19e-06, 5.51e-06, 5.74e-06, 4.09e-06, 4.27e-08, 4.09e-06, 4.94e-06, 4.11e-06, 2.31e-06, 2.80e-05, 1.68e-06, 3.91e-07, 0.00e+00] [1.42e-05, 5.16e-06, 7.19e-06, 5.51e-06, 5.74e-06, 4.09e-06, 4.27e-08, 4.09e-06, 4.94e-06, 4.11e-06, 2.31e-06, 2.80e-05, 1.68e-06, 3.91e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.049903 s
Training model...
Step Train loss Test loss Test metric
602000 [1.42e-05, 5.16e-06, 7.19e-06, 5.51e-06, 5.74e-06, 4.09e-06, 4.27e-08, 4.09e-06, 4.94e-06, 4.11e-06, 2.31e-06, 2.80e-05, 1.68e-06, 3.91e-07, 0.00e+00] [1.42e-05, 5.16e-06, 7.19e-06, 5.51e-06, 5.74e-06, 4.09e-06, 4.27e-08, 4.09e-06, 4.94e-06, 4.11e-06, 2.31e-06, 2.80e-05, 1.68e-06, 3.91e-07, 0.00e+00] []
604000 [1.93e-06, 2.93e-06, 1.65e-06, 1.57e-06, 4.68e-07, 1.16e-06, 6.84e-06, 2.53e-07, 1.76e-06, 6.62e-07, 1.40e-06, 5.06e-06, 2.47e-07, 8.68e-08, 0.00e+00] [1.93e-06, 2.93e-06, 1.65e-06, 1.57e-06, 4.68e-07, 1.16e-06, 6.84e-06, 2.53e-07, 1.76e-06, 6.62e-07, 1.40e-06, 5.06e-06, 2.47e-07, 8.68e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.496092 s
Training model...
Step Train loss Test loss Test metric
604000 [1.93e-06, 2.93e-06, 1.65e-06, 1.57e-06, 4.68e-07, 1.16e-06, 6.84e-06, 2.53e-07, 1.76e-06, 6.62e-07, 1.40e-06, 5.06e-06, 2.47e-07, 8.68e-08, 0.00e+00] [1.93e-06, 2.93e-06, 1.65e-06, 1.57e-06, 4.68e-07, 1.16e-06, 6.84e-06, 2.53e-07, 1.76e-06, 6.62e-07, 1.40e-06, 5.06e-06, 2.47e-07, 8.68e-08, 0.00e+00] []
606000 [3.73e-06, 3.13e-06, 5.19e-06, 1.38e-06, 2.26e-06, 3.59e-06, 9.10e-07, 1.29e-06, 1.55e-06, 4.61e-06, 3.13e-06, 1.97e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.73e-06, 3.13e-06, 5.19e-06, 1.38e-06, 2.26e-06, 3.59e-06, 9.10e-07, 1.29e-06, 1.55e-06, 4.61e-06, 3.13e-06, 1.97e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.159539 s
Training model...
Step Train loss Test loss Test metric
606000 [3.73e-06, 3.13e-06, 5.19e-06, 1.38e-06, 2.26e-06, 3.59e-06, 9.10e-07, 1.29e-06, 1.55e-06, 4.61e-06, 3.13e-06, 1.97e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.73e-06, 3.13e-06, 5.19e-06, 1.38e-06, 2.26e-06, 3.59e-06, 9.10e-07, 1.29e-06, 1.55e-06, 4.61e-06, 3.13e-06, 1.97e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
608000 [2.67e-05, 3.90e-06, 2.09e-05, 9.32e-06, 1.27e-05, 4.44e-06, 5.62e-07, 4.00e-06, 5.97e-06, 9.20e-06, 3.07e-06, 4.24e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.67e-05, 3.90e-06, 2.09e-05, 9.32e-06, 1.27e-05, 4.44e-06, 5.62e-07, 4.00e-06, 5.97e-06, 9.20e-06, 3.07e-06, 4.24e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.942760 s
Training model...
Step Train loss Test loss Test metric
608000 [2.67e-05, 3.90e-06, 2.09e-05, 9.32e-06, 1.27e-05, 4.44e-06, 5.62e-07, 4.00e-06, 5.97e-06, 9.20e-06, 3.07e-06, 4.24e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.67e-05, 3.90e-06, 2.09e-05, 9.32e-06, 1.27e-05, 4.44e-06, 5.62e-07, 4.00e-06, 5.97e-06, 9.20e-06, 3.07e-06, 4.24e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
610000 [1.35e-05, 1.04e-05, 1.29e-05, 6.12e-06, 5.45e-06, 7.09e-06, 3.69e-06, 1.03e-05, 1.53e-05, 4.98e-06, 2.12e-05, 8.45e-05, 2.82e-06, 2.12e-06, 2.75e-08] [1.35e-05, 1.04e-05, 1.29e-05, 6.12e-06, 5.45e-06, 7.09e-06, 3.69e-06, 1.03e-05, 1.53e-05, 4.98e-06, 2.12e-05, 8.45e-05, 2.82e-06, 2.12e-06, 2.75e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.156991 s
Training model...
Step Train loss Test loss Test metric
610000 [1.35e-05, 1.04e-05, 1.29e-05, 6.12e-06, 5.45e-06, 7.09e-06, 3.69e-06, 1.03e-05, 1.53e-05, 4.98e-06, 2.12e-05, 8.45e-05, 2.82e-06, 2.12e-06, 2.75e-08] [1.35e-05, 1.04e-05, 1.29e-05, 6.12e-06, 5.45e-06, 7.09e-06, 3.69e-06, 1.03e-05, 1.53e-05, 4.98e-06, 2.12e-05, 8.45e-05, 2.82e-06, 2.12e-06, 2.75e-08] []
612000 [4.87e-05, 7.76e-06, 3.49e-05, 1.40e-05, 2.72e-05, 2.26e-05, 3.23e-06, 1.92e-05, 2.22e-05, 2.46e-05, 1.49e-05, 1.44e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.87e-05, 7.76e-06, 3.49e-05, 1.40e-05, 2.72e-05, 2.26e-05, 3.23e-06, 1.92e-05, 2.22e-05, 2.46e-05, 1.49e-05, 1.44e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.025509 s
Training model...
Step Train loss Test loss Test metric
612000 [4.87e-05, 7.76e-06, 3.49e-05, 1.40e-05, 2.72e-05, 2.26e-05, 3.23e-06, 1.92e-05, 2.22e-05, 2.46e-05, 1.49e-05, 1.44e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.87e-05, 7.76e-06, 3.49e-05, 1.40e-05, 2.72e-05, 2.26e-05, 3.23e-06, 1.92e-05, 2.22e-05, 2.46e-05, 1.49e-05, 1.44e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
614000 [2.70e-06, 4.34e-06, 5.39e-06, 2.20e-06, 5.84e-07, 1.12e-06, 2.49e-05, 2.53e-06, 4.22e-06, 2.26e-06, 1.04e-05, 9.50e-07, 2.69e-07, 0.00e+00, 4.06e-07] [2.70e-06, 4.34e-06, 5.39e-06, 2.20e-06, 5.84e-07, 1.12e-06, 2.49e-05, 2.53e-06, 4.22e-06, 2.26e-06, 1.04e-05, 9.50e-07, 2.69e-07, 0.00e+00, 4.06e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.971635 s
Training model...
Step Train loss Test loss Test metric
614000 [2.70e-06, 4.34e-06, 5.39e-06, 2.20e-06, 5.84e-07, 1.12e-06, 2.49e-05, 2.53e-06, 4.22e-06, 2.26e-06, 1.04e-05, 9.50e-07, 2.69e-07, 0.00e+00, 4.06e-07] [2.70e-06, 4.34e-06, 5.39e-06, 2.20e-06, 5.84e-07, 1.12e-06, 2.49e-05, 2.53e-06, 4.22e-06, 2.26e-06, 1.04e-05, 9.50e-07, 2.69e-07, 0.00e+00, 4.06e-07] []
616000 [4.69e-06, 1.61e-06, 4.71e-06, 9.16e-07, 3.11e-06, 3.08e-06, 6.14e-09, 1.42e-06, 6.75e-07, 2.05e-06, 2.18e-06, 1.01e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.69e-06, 1.61e-06, 4.71e-06, 9.16e-07, 3.11e-06, 3.08e-06, 6.14e-09, 1.42e-06, 6.75e-07, 2.05e-06, 2.18e-06, 1.01e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.177151 s
Training model...
Step Train loss Test loss Test metric
616000 [4.69e-06, 1.61e-06, 4.71e-06, 9.16e-07, 3.11e-06, 3.08e-06, 6.14e-09, 1.42e-06, 6.75e-07, 2.05e-06, 2.18e-06, 1.01e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.69e-06, 1.61e-06, 4.71e-06, 9.16e-07, 3.11e-06, 3.08e-06, 6.14e-09, 1.42e-06, 6.75e-07, 2.05e-06, 2.18e-06, 1.01e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
618000 [6.81e-07, 4.42e-06, 2.82e-06, 3.53e-07, 1.19e-07, 9.42e-07, 6.99e-09, 1.19e-07, 9.09e-07, 1.37e-06, 1.57e-06, 4.72e-06, 0.00e+00, 0.00e+00, 1.91e-11] [6.81e-07, 4.42e-06, 2.82e-06, 3.53e-07, 1.19e-07, 9.42e-07, 6.99e-09, 1.19e-07, 9.09e-07, 1.37e-06, 1.57e-06, 4.72e-06, 0.00e+00, 0.00e+00, 1.91e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.907851 s
Training model...
Step Train loss Test loss Test metric
618000 [6.81e-07, 4.42e-06, 2.82e-06, 3.53e-07, 1.19e-07, 9.42e-07, 6.99e-09, 1.19e-07, 9.09e-07, 1.37e-06, 1.57e-06, 4.72e-06, 0.00e+00, 0.00e+00, 1.91e-11] [6.81e-07, 4.42e-06, 2.82e-06, 3.53e-07, 1.19e-07, 9.42e-07, 6.99e-09, 1.19e-07, 9.09e-07, 1.37e-06, 1.57e-06, 4.72e-06, 0.00e+00, 0.00e+00, 1.91e-11] []
620000 [4.61e-07, 1.57e-06, 1.88e-06, 6.93e-07, 1.39e-07, 7.80e-09, 1.25e-05, 5.29e-08, 4.51e-07, 4.38e-07, 5.25e-07, 2.75e-07, 1.17e-08, 0.00e+00, 0.00e+00] [4.61e-07, 1.57e-06, 1.88e-06, 6.93e-07, 1.39e-07, 7.80e-09, 1.25e-05, 5.29e-08, 4.51e-07, 4.38e-07, 5.25e-07, 2.75e-07, 1.17e-08, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.323789 s
Training model...
Step Train loss Test loss Test metric
620000 [4.61e-07, 1.57e-06, 1.88e-06, 6.93e-07, 1.39e-07, 7.80e-09, 1.25e-05, 5.29e-08, 4.51e-07, 4.38e-07, 5.25e-07, 2.75e-07, 1.17e-08, 0.00e+00, 0.00e+00] [4.61e-07, 1.57e-06, 1.88e-06, 6.93e-07, 1.39e-07, 7.80e-09, 1.25e-05, 5.29e-08, 4.51e-07, 4.38e-07, 5.25e-07, 2.75e-07, 1.17e-08, 0.00e+00, 0.00e+00] []
622000 [2.76e-06, 2.38e-06, 3.80e-06, 1.21e-06, 1.46e-06, 9.18e-07, 4.41e-08, 1.20e-06, 1.14e-06, 3.39e-06, 2.58e-06, 1.63e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.76e-06, 2.38e-06, 3.80e-06, 1.21e-06, 1.46e-06, 9.18e-07, 4.41e-08, 1.20e-06, 1.14e-06, 3.39e-06, 2.58e-06, 1.63e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.280996 s
Training model...
Step Train loss Test loss Test metric
622000 [2.76e-06, 2.38e-06, 3.80e-06, 1.21e-06, 1.46e-06, 9.18e-07, 4.41e-08, 1.20e-06, 1.14e-06, 3.39e-06, 2.58e-06, 1.63e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.76e-06, 2.38e-06, 3.80e-06, 1.21e-06, 1.46e-06, 9.18e-07, 4.41e-08, 1.20e-06, 1.14e-06, 3.39e-06, 2.58e-06, 1.63e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
624000 [6.58e-07, 2.32e-06, 1.42e-06, 4.77e-07, 1.12e-08, 1.14e-08, 2.88e-09, 2.03e-11, 1.76e-07, 1.15e-06, 5.95e-07, 5.34e-08, 7.33e-11, 1.54e-09, 0.00e+00] [6.58e-07, 2.32e-06, 1.42e-06, 4.77e-07, 1.12e-08, 1.14e-08, 2.88e-09, 2.03e-11, 1.76e-07, 1.15e-06, 5.95e-07, 5.34e-08, 7.33e-11, 1.54e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.459432 s
Training model...
Step Train loss Test loss Test metric
624000 [6.58e-07, 2.32e-06, 1.42e-06, 4.77e-07, 1.12e-08, 1.14e-08, 2.88e-09, 2.03e-11, 1.76e-07, 1.15e-06, 5.95e-07, 5.34e-08, 7.33e-11, 1.54e-09, 0.00e+00] [6.58e-07, 2.32e-06, 1.42e-06, 4.77e-07, 1.12e-08, 1.14e-08, 2.88e-09, 2.03e-11, 1.76e-07, 1.15e-06, 5.95e-07, 5.34e-08, 7.33e-11, 1.54e-09, 0.00e+00] []
626000 [2.40e-05, 6.32e-06, 1.33e-05, 1.05e-05, 1.34e-05, 5.40e-06, 7.00e-07, 5.58e-06, 9.58e-06, 8.94e-06, 3.94e-06, 5.23e-05, 3.92e-06, 7.97e-07, 4.50e-09] [2.40e-05, 6.32e-06, 1.33e-05, 1.05e-05, 1.34e-05, 5.40e-06, 7.00e-07, 5.58e-06, 9.58e-06, 8.94e-06, 3.94e-06, 5.23e-05, 3.92e-06, 7.97e-07, 4.50e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.115191 s
Training model...
Step Train loss Test loss Test metric
626000 [2.40e-05, 6.32e-06, 1.33e-05, 1.05e-05, 1.34e-05, 5.40e-06, 7.00e-07, 5.58e-06, 9.58e-06, 8.94e-06, 3.94e-06, 5.23e-05, 3.92e-06, 7.97e-07, 4.50e-09] [2.40e-05, 6.32e-06, 1.33e-05, 1.05e-05, 1.34e-05, 5.40e-06, 7.00e-07, 5.58e-06, 9.58e-06, 8.94e-06, 3.94e-06, 5.23e-05, 3.92e-06, 7.97e-07, 4.50e-09] []
628000 [1.20e-05, 5.81e-06, 9.59e-06, 8.96e-06, 4.69e-06, 7.12e-06, 1.38e-05, 5.25e-06, 1.41e-05, 4.95e-06, 1.01e-05, 7.89e-05, 2.93e-06, 6.89e-07, 2.89e-07] [1.20e-05, 5.81e-06, 9.59e-06, 8.96e-06, 4.69e-06, 7.12e-06, 1.38e-05, 5.25e-06, 1.41e-05, 4.95e-06, 1.01e-05, 7.89e-05, 2.93e-06, 6.89e-07, 2.89e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.119052 s
Training model...
Step Train loss Test loss Test metric
628000 [1.20e-05, 5.81e-06, 9.59e-06, 8.96e-06, 4.69e-06, 7.12e-06, 1.38e-05, 5.25e-06, 1.41e-05, 4.95e-06, 1.01e-05, 7.89e-05, 2.93e-06, 6.89e-07, 2.89e-07] [1.20e-05, 5.81e-06, 9.59e-06, 8.96e-06, 4.69e-06, 7.12e-06, 1.38e-05, 5.25e-06, 1.41e-05, 4.95e-06, 1.01e-05, 7.89e-05, 2.93e-06, 6.89e-07, 2.89e-07] []
630000 [3.62e-06, 1.61e-06, 4.99e-06, 1.90e-06, 1.97e-06, 7.77e-07, 5.28e-07, 7.84e-07, 1.14e-06, 2.41e-06, 1.63e-06, 1.09e-05, 0.00e+00, 0.00e+00, 3.01e-09] [3.62e-06, 1.61e-06, 4.99e-06, 1.90e-06, 1.97e-06, 7.77e-07, 5.28e-07, 7.84e-07, 1.14e-06, 2.41e-06, 1.63e-06, 1.09e-05, 0.00e+00, 0.00e+00, 3.01e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.522201 s
Training model...
Step Train loss Test loss Test metric
630000 [3.62e-06, 1.61e-06, 4.99e-06, 1.90e-06, 1.97e-06, 7.77e-07, 5.28e-07, 7.84e-07, 1.14e-06, 2.41e-06, 1.63e-06, 1.09e-05, 0.00e+00, 0.00e+00, 3.01e-09] [3.62e-06, 1.61e-06, 4.99e-06, 1.90e-06, 1.97e-06, 7.77e-07, 5.28e-07, 7.84e-07, 1.14e-06, 2.41e-06, 1.63e-06, 1.09e-05, 0.00e+00, 0.00e+00, 3.01e-09] []
632000 [8.27e-07, 2.58e-06, 2.29e-06, 1.03e-06, 3.06e-07, 2.64e-07, 2.52e-05, 8.98e-08, 4.86e-07, 1.47e-06, 8.86e-07, 4.82e-06, 0.00e+00, 0.00e+00, 4.68e-07] [8.27e-07, 2.58e-06, 2.29e-06, 1.03e-06, 3.06e-07, 2.64e-07, 2.52e-05, 8.98e-08, 4.86e-07, 1.47e-06, 8.86e-07, 4.82e-06, 0.00e+00, 0.00e+00, 4.68e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.810663 s
Training model...
Step Train loss Test loss Test metric
632000 [8.27e-07, 2.58e-06, 2.29e-06, 1.03e-06, 3.06e-07, 2.64e-07, 2.52e-05, 8.98e-08, 4.86e-07, 1.47e-06, 8.86e-07, 4.82e-06, 0.00e+00, 0.00e+00, 4.68e-07] [8.27e-07, 2.58e-06, 2.29e-06, 1.03e-06, 3.06e-07, 2.64e-07, 2.52e-05, 8.98e-08, 4.86e-07, 1.47e-06, 8.86e-07, 4.82e-06, 0.00e+00, 0.00e+00, 4.68e-07] []
634000 [2.96e-06, 1.26e-06, 3.21e-06, 7.00e-07, 1.28e-06, 3.91e-07, 5.41e-08, 4.71e-07, 8.15e-07, 1.15e-06, 7.11e-07, 4.53e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.96e-06, 1.26e-06, 3.21e-06, 7.00e-07, 1.28e-06, 3.91e-07, 5.41e-08, 4.71e-07, 8.15e-07, 1.15e-06, 7.11e-07, 4.53e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.220989 s
Training model...
Step Train loss Test loss Test metric
634000 [2.96e-06, 1.26e-06, 3.21e-06, 7.00e-07, 1.28e-06, 3.91e-07, 5.41e-08, 4.71e-07, 8.15e-07, 1.15e-06, 7.11e-07, 4.53e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.96e-06, 1.26e-06, 3.21e-06, 7.00e-07, 1.28e-06, 3.91e-07, 5.41e-08, 4.71e-07, 8.15e-07, 1.15e-06, 7.11e-07, 4.53e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
636000 [3.40e-06, 3.24e-06, 2.98e-06, 2.72e-06, 1.65e-06, 3.76e-07, 3.78e-09, 5.89e-07, 1.22e-06, 2.52e-06, 1.08e-06, 7.85e-06, 6.18e-07, 3.99e-08, 1.89e-11] [3.40e-06, 3.24e-06, 2.98e-06, 2.72e-06, 1.65e-06, 3.76e-07, 3.78e-09, 5.89e-07, 1.22e-06, 2.52e-06, 1.08e-06, 7.85e-06, 6.18e-07, 3.99e-08, 1.89e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.151457 s
Training model...
Step Train loss Test loss Test metric
636000 [3.40e-06, 3.24e-06, 2.98e-06, 2.72e-06, 1.65e-06, 3.76e-07, 3.78e-09, 5.89e-07, 1.22e-06, 2.52e-06, 1.08e-06, 7.85e-06, 6.18e-07, 3.99e-08, 1.89e-11] [3.40e-06, 3.24e-06, 2.98e-06, 2.72e-06, 1.65e-06, 3.76e-07, 3.78e-09, 5.89e-07, 1.22e-06, 2.52e-06, 1.08e-06, 7.85e-06, 6.18e-07, 3.99e-08, 1.89e-11] []
638000 [1.12e-05, 4.22e-06, 7.49e-06, 4.41e-06, 3.80e-06, 2.62e-06, 1.25e-07, 9.79e-07, 5.82e-06, 3.67e-06, 7.74e-06, 3.76e-05, 1.09e-06, 3.37e-07, 5.04e-10] [1.12e-05, 4.22e-06, 7.49e-06, 4.41e-06, 3.80e-06, 2.62e-06, 1.25e-07, 9.79e-07, 5.82e-06, 3.67e-06, 7.74e-06, 3.76e-05, 1.09e-06, 3.37e-07, 5.04e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.170203 s
Training model...
Step Train loss Test loss Test metric
638000 [1.12e-05, 4.22e-06, 7.49e-06, 4.41e-06, 3.80e-06, 2.62e-06, 1.25e-07, 9.79e-07, 5.82e-06, 3.67e-06, 7.74e-06, 3.76e-05, 1.09e-06, 3.37e-07, 5.04e-10] [1.12e-05, 4.22e-06, 7.49e-06, 4.41e-06, 3.80e-06, 2.62e-06, 1.25e-07, 9.79e-07, 5.82e-06, 3.67e-06, 7.74e-06, 3.76e-05, 1.09e-06, 3.37e-07, 5.04e-10] []
640000 [3.18e-06, 1.77e-06, 3.52e-06, 6.46e-07, 1.52e-06, 1.12e-06, 1.04e-08, 9.78e-07, 6.59e-07, 1.41e-06, 2.11e-06, 6.87e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.18e-06, 1.77e-06, 3.52e-06, 6.46e-07, 1.52e-06, 1.12e-06, 1.04e-08, 9.78e-07, 6.59e-07, 1.41e-06, 2.11e-06, 6.87e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.666086 s
Training model...
Step Train loss Test loss Test metric
640000 [3.18e-06, 1.77e-06, 3.52e-06, 6.46e-07, 1.52e-06, 1.12e-06, 1.04e-08, 9.78e-07, 6.59e-07, 1.41e-06, 2.11e-06, 6.87e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.18e-06, 1.77e-06, 3.52e-06, 6.46e-07, 1.52e-06, 1.12e-06, 1.04e-08, 9.78e-07, 6.59e-07, 1.41e-06, 2.11e-06, 6.87e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
642000 [1.43e-05, 2.21e-06, 1.20e-05, 6.26e-06, 8.14e-06, 6.42e-06, 6.69e-06, 4.79e-06, 1.74e-06, 3.98e-06, 6.03e-06, 2.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.43e-05, 2.21e-06, 1.20e-05, 6.26e-06, 8.14e-06, 6.42e-06, 6.69e-06, 4.79e-06, 1.74e-06, 3.98e-06, 6.03e-06, 2.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.944537 s
Training model...
Step Train loss Test loss Test metric
642000 [1.43e-05, 2.21e-06, 1.20e-05, 6.26e-06, 8.14e-06, 6.42e-06, 6.69e-06, 4.79e-06, 1.74e-06, 3.98e-06, 6.03e-06, 2.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.43e-05, 2.21e-06, 1.20e-05, 6.26e-06, 8.14e-06, 6.42e-06, 6.69e-06, 4.79e-06, 1.74e-06, 3.98e-06, 6.03e-06, 2.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
644000 [8.12e-07, 2.52e-06, 1.89e-06, 6.43e-07, 4.18e-07, 2.10e-07, 7.96e-08, 2.38e-07, 9.80e-07, 6.59e-07, 9.40e-07, 2.81e-06, 1.64e-07, 1.38e-08, 3.43e-10] [8.12e-07, 2.52e-06, 1.89e-06, 6.43e-07, 4.18e-07, 2.10e-07, 7.96e-08, 2.38e-07, 9.80e-07, 6.59e-07, 9.40e-07, 2.81e-06, 1.64e-07, 1.38e-08, 3.43e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.432614 s
Training model...
Step Train loss Test loss Test metric
644000 [8.12e-07, 2.52e-06, 1.89e-06, 6.43e-07, 4.18e-07, 2.10e-07, 7.96e-08, 2.38e-07, 9.80e-07, 6.59e-07, 9.40e-07, 2.81e-06, 1.64e-07, 1.38e-08, 3.43e-10] [8.12e-07, 2.52e-06, 1.89e-06, 6.43e-07, 4.18e-07, 2.10e-07, 7.96e-08, 2.38e-07, 9.80e-07, 6.59e-07, 9.40e-07, 2.81e-06, 1.64e-07, 1.38e-08, 3.43e-10] []
646000 [1.12e-05, 2.09e-06, 9.80e-06, 4.73e-06, 5.65e-06, 1.91e-06, 2.34e-08, 2.87e-06, 7.04e-06, 4.85e-06, 2.03e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.12e-05, 2.09e-06, 9.80e-06, 4.73e-06, 5.65e-06, 1.91e-06, 2.34e-08, 2.87e-06, 7.04e-06, 4.85e-06, 2.03e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.104478 s
Training model...
Step Train loss Test loss Test metric
646000 [1.12e-05, 2.09e-06, 9.80e-06, 4.73e-06, 5.65e-06, 1.91e-06, 2.34e-08, 2.87e-06, 7.04e-06, 4.85e-06, 2.03e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.12e-05, 2.09e-06, 9.80e-06, 4.73e-06, 5.65e-06, 1.91e-06, 2.34e-08, 2.87e-06, 7.04e-06, 4.85e-06, 2.03e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
648000 [1.62e-06, 2.32e-06, 2.34e-06, 8.02e-07, 1.12e-07, 2.69e-08, 1.09e-08, 8.33e-08, 4.35e-07, 6.81e-07, 7.02e-07, 5.13e-07, 4.37e-12, 1.07e-09, 0.00e+00] [1.62e-06, 2.32e-06, 2.34e-06, 8.02e-07, 1.12e-07, 2.69e-08, 1.09e-08, 8.33e-08, 4.35e-07, 6.81e-07, 7.02e-07, 5.13e-07, 4.37e-12, 1.07e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.001653 s
Training model...
Step Train loss Test loss Test metric
648000 [1.62e-06, 2.32e-06, 2.34e-06, 8.02e-07, 1.12e-07, 2.69e-08, 1.09e-08, 8.33e-08, 4.35e-07, 6.81e-07, 7.02e-07, 5.13e-07, 4.37e-12, 1.07e-09, 0.00e+00] [1.62e-06, 2.32e-06, 2.34e-06, 8.02e-07, 1.12e-07, 2.69e-08, 1.09e-08, 8.33e-08, 4.35e-07, 6.81e-07, 7.02e-07, 5.13e-07, 4.37e-12, 1.07e-09, 0.00e+00] []
650000 [4.83e-06, 2.84e-06, 6.99e-06, 2.88e-06, 3.25e-06, 6.25e-06, 3.77e-11, 5.31e-06, 1.94e-06, 4.38e-06, 3.40e-06, 2.32e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.83e-06, 2.84e-06, 6.99e-06, 2.88e-06, 3.25e-06, 6.25e-06, 3.77e-11, 5.31e-06, 1.94e-06, 4.38e-06, 3.40e-06, 2.32e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.864536 s
Training model...
Step Train loss Test loss Test metric
650000 [4.83e-06, 2.84e-06, 6.99e-06, 2.88e-06, 3.25e-06, 6.25e-06, 3.77e-11, 5.31e-06, 1.94e-06, 4.38e-06, 3.40e-06, 2.32e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.83e-06, 2.84e-06, 6.99e-06, 2.88e-06, 3.25e-06, 6.25e-06, 3.77e-11, 5.31e-06, 1.94e-06, 4.38e-06, 3.40e-06, 2.32e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
652000 [5.06e-07, 2.05e-06, 1.04e-06, 1.05e-06, 1.29e-07, 1.51e-07, 4.19e-07, 4.03e-08, 1.91e-07, 6.10e-07, 6.48e-07, 8.14e-07, 4.10e-08, 1.90e-08, 2.63e-09] [5.06e-07, 2.05e-06, 1.04e-06, 1.05e-06, 1.29e-07, 1.51e-07, 4.19e-07, 4.03e-08, 1.91e-07, 6.10e-07, 6.48e-07, 8.14e-07, 4.10e-08, 1.90e-08, 2.63e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.056840 s
Training model...
Step Train loss Test loss Test metric
652000 [5.06e-07, 2.05e-06, 1.04e-06, 1.05e-06, 1.29e-07, 1.51e-07, 4.19e-07, 4.03e-08, 1.91e-07, 6.10e-07, 6.48e-07, 8.14e-07, 4.10e-08, 1.90e-08, 2.63e-09] [5.06e-07, 2.05e-06, 1.04e-06, 1.05e-06, 1.29e-07, 1.51e-07, 4.19e-07, 4.03e-08, 1.91e-07, 6.10e-07, 6.48e-07, 8.14e-07, 4.10e-08, 1.90e-08, 2.63e-09] []
654000 [5.48e-06, 3.85e-06, 8.83e-06, 4.55e-06, 2.50e-06, 1.39e-06, 8.09e-07, 1.26e-06, 5.21e-06, 1.16e-05, 4.97e-06, 5.52e-05, 0.00e+00, 0.00e+00, 7.40e-09] [5.48e-06, 3.85e-06, 8.83e-06, 4.55e-06, 2.50e-06, 1.39e-06, 8.09e-07, 1.26e-06, 5.21e-06, 1.16e-05, 4.97e-06, 5.52e-05, 0.00e+00, 0.00e+00, 7.40e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.909487 s
Training model...
Step Train loss Test loss Test metric
654000 [5.48e-06, 3.85e-06, 8.83e-06, 4.55e-06, 2.50e-06, 1.39e-06, 8.09e-07, 1.26e-06, 5.21e-06, 1.16e-05, 4.97e-06, 5.52e-05, 0.00e+00, 0.00e+00, 7.40e-09] [5.48e-06, 3.85e-06, 8.83e-06, 4.55e-06, 2.50e-06, 1.39e-06, 8.09e-07, 1.26e-06, 5.21e-06, 1.16e-05, 4.97e-06, 5.52e-05, 0.00e+00, 0.00e+00, 7.40e-09] []
656000 [8.29e-06, 4.58e-06, 6.06e-06, 3.80e-06, 4.75e-06, 5.42e-06, 4.24e-06, 3.31e-06, 3.76e-06, 3.00e-06, 7.72e-06, 2.07e-05, 9.34e-07, 7.13e-07, 7.29e-08] [8.29e-06, 4.58e-06, 6.06e-06, 3.80e-06, 4.75e-06, 5.42e-06, 4.24e-06, 3.31e-06, 3.76e-06, 3.00e-06, 7.72e-06, 2.07e-05, 9.34e-07, 7.13e-07, 7.29e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 23.169177 s
Training model...
Step Train loss Test loss Test metric
656000 [8.29e-06, 4.58e-06, 6.06e-06, 3.80e-06, 4.75e-06, 5.42e-06, 4.24e-06, 3.31e-06, 3.76e-06, 3.00e-06, 7.72e-06, 2.07e-05, 9.34e-07, 7.13e-07, 7.29e-08] [8.29e-06, 4.58e-06, 6.06e-06, 3.80e-06, 4.75e-06, 5.42e-06, 4.24e-06, 3.31e-06, 3.76e-06, 3.00e-06, 7.72e-06, 2.07e-05, 9.34e-07, 7.13e-07, 7.29e-08] []
658000 [5.38e-05, 2.53e-05, 2.62e-05, 2.76e-05, 5.67e-06, 9.15e-05, 4.36e-05, 4.83e-05, 1.29e-04, 2.16e-05, 1.43e-04, 6.14e-04, 1.60e-05, 1.13e-05, 0.00e+00] [5.38e-05, 2.53e-05, 2.62e-05, 2.76e-05, 5.67e-06, 9.15e-05, 4.36e-05, 4.83e-05, 1.29e-04, 2.16e-05, 1.43e-04, 6.14e-04, 1.60e-05, 1.13e-05, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.256859 s
Training model...
Step Train loss Test loss Test metric
658000 [5.38e-05, 2.53e-05, 2.62e-05, 2.76e-05, 5.67e-06, 9.15e-05, 4.36e-05, 4.83e-05, 1.29e-04, 2.16e-05, 1.43e-04, 6.14e-04, 1.60e-05, 1.13e-05, 0.00e+00] [5.38e-05, 2.53e-05, 2.62e-05, 2.76e-05, 5.67e-06, 9.15e-05, 4.36e-05, 4.83e-05, 1.29e-04, 2.16e-05, 1.43e-04, 6.14e-04, 1.60e-05, 1.13e-05, 0.00e+00] []
660000 [1.95e-06, 2.49e-06, 1.49e-06, 1.60e-06, 6.46e-07, 7.12e-07, 9.12e-06, 1.61e-06, 1.46e-06, 9.30e-07, 8.54e-07, 2.27e-06, 1.58e-07, 2.51e-08, 0.00e+00] [1.95e-06, 2.49e-06, 1.49e-06, 1.60e-06, 6.46e-07, 7.12e-07, 9.12e-06, 1.61e-06, 1.46e-06, 9.30e-07, 8.54e-07, 2.27e-06, 1.58e-07, 2.51e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.379522 s
Training model...
Step Train loss Test loss Test metric
660000 [1.95e-06, 2.49e-06, 1.49e-06, 1.60e-06, 6.46e-07, 7.12e-07, 9.12e-06, 1.61e-06, 1.46e-06, 9.30e-07, 8.54e-07, 2.27e-06, 1.58e-07, 2.51e-08, 0.00e+00] [1.95e-06, 2.49e-06, 1.49e-06, 1.60e-06, 6.46e-07, 7.12e-07, 9.12e-06, 1.61e-06, 1.46e-06, 9.30e-07, 8.54e-07, 2.27e-06, 1.58e-07, 2.51e-08, 0.00e+00] []
662000 [1.19e-05, 4.13e-06, 6.16e-06, 5.52e-06, 4.89e-06, 2.51e-06, 2.17e-06, 2.22e-06, 6.65e-06, 4.26e-06, 2.48e-06, 3.16e-05, 1.55e-06, 3.59e-07, 0.00e+00] [1.19e-05, 4.13e-06, 6.16e-06, 5.52e-06, 4.89e-06, 2.51e-06, 2.17e-06, 2.22e-06, 6.65e-06, 4.26e-06, 2.48e-06, 3.16e-05, 1.55e-06, 3.59e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 21.760375 s
Training model...
Step Train loss Test loss Test metric
662000 [1.19e-05, 4.13e-06, 6.16e-06, 5.52e-06, 4.89e-06, 2.51e-06, 2.17e-06, 2.22e-06, 6.65e-06, 4.26e-06, 2.48e-06, 3.16e-05, 1.55e-06, 3.59e-07, 0.00e+00] [1.19e-05, 4.13e-06, 6.16e-06, 5.52e-06, 4.89e-06, 2.51e-06, 2.17e-06, 2.22e-06, 6.65e-06, 4.26e-06, 2.48e-06, 3.16e-05, 1.55e-06, 3.59e-07, 0.00e+00] []
664000 [1.18e-06, 2.21e-06, 1.03e-06, 9.23e-07, 3.84e-07, 3.39e-07, 4.35e-06, 1.93e-07, 3.93e-07, 7.07e-07, 8.02e-07, 2.36e-06, 9.92e-08, 2.01e-08, 0.00e+00] [1.18e-06, 2.21e-06, 1.03e-06, 9.23e-07, 3.84e-07, 3.39e-07, 4.35e-06, 1.93e-07, 3.93e-07, 7.07e-07, 8.02e-07, 2.36e-06, 9.92e-08, 2.01e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.300705 s
Training model...
Step Train loss Test loss Test metric
664000 [1.18e-06, 2.21e-06, 1.03e-06, 9.23e-07, 3.84e-07, 3.39e-07, 4.35e-06, 1.93e-07, 3.93e-07, 7.07e-07, 8.02e-07, 2.36e-06, 9.92e-08, 2.01e-08, 0.00e+00] [1.18e-06, 2.21e-06, 1.03e-06, 9.23e-07, 3.84e-07, 3.39e-07, 4.35e-06, 1.93e-07, 3.93e-07, 7.07e-07, 8.02e-07, 2.36e-06, 9.92e-08, 2.01e-08, 0.00e+00] []
666000 [1.66e-05, 1.06e-05, 8.88e-06, 8.71e-06, 3.19e-06, 5.60e-06, 2.95e-06, 4.48e-06, 2.04e-05, 5.16e-06, 1.84e-05, 1.03e-04, 3.33e-06, 5.82e-07, 6.24e-08] [1.66e-05, 1.06e-05, 8.88e-06, 8.71e-06, 3.19e-06, 5.60e-06, 2.95e-06, 4.48e-06, 2.04e-05, 5.16e-06, 1.84e-05, 1.03e-04, 3.33e-06, 5.82e-07, 6.24e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.429301 s
Training model...
Step Train loss Test loss Test metric
666000 [1.66e-05, 1.06e-05, 8.88e-06, 8.71e-06, 3.19e-06, 5.60e-06, 2.95e-06, 4.48e-06, 2.04e-05, 5.16e-06, 1.84e-05, 1.03e-04, 3.33e-06, 5.82e-07, 6.24e-08] [1.66e-05, 1.06e-05, 8.88e-06, 8.71e-06, 3.19e-06, 5.60e-06, 2.95e-06, 4.48e-06, 2.04e-05, 5.16e-06, 1.84e-05, 1.03e-04, 3.33e-06, 5.82e-07, 6.24e-08] []
668000 [2.01e-06, 3.89e-06, 1.57e-06, 1.05e-06, 5.13e-07, 5.29e-07, 2.84e-06, 6.56e-07, 1.40e-06, 6.53e-07, 7.91e-07, 2.42e-06, 1.81e-07, 3.23e-08, 0.00e+00] [2.01e-06, 3.89e-06, 1.57e-06, 1.05e-06, 5.13e-07, 5.29e-07, 2.84e-06, 6.56e-07, 1.40e-06, 6.53e-07, 7.91e-07, 2.42e-06, 1.81e-07, 3.23e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.271554 s
Training model...
Step Train loss Test loss Test metric
668000 [2.01e-06, 3.89e-06, 1.57e-06, 1.05e-06, 5.13e-07, 5.29e-07, 2.84e-06, 6.56e-07, 1.40e-06, 6.53e-07, 7.91e-07, 2.42e-06, 1.81e-07, 3.23e-08, 0.00e+00] [2.01e-06, 3.89e-06, 1.57e-06, 1.05e-06, 5.13e-07, 5.29e-07, 2.84e-06, 6.56e-07, 1.40e-06, 6.53e-07, 7.91e-07, 2.42e-06, 1.81e-07, 3.23e-08, 0.00e+00] []
670000 [4.19e-05, 5.69e-06, 3.08e-05, 1.49e-05, 1.85e-05, 6.42e-06, 5.42e-10, 6.35e-06, 9.67e-06, 1.74e-05, 8.99e-06, 8.27e-05, 0.00e+00, 0.00e+00, 1.49e-12] [4.19e-05, 5.69e-06, 3.08e-05, 1.49e-05, 1.85e-05, 6.42e-06, 5.42e-10, 6.35e-06, 9.67e-06, 1.74e-05, 8.99e-06, 8.27e-05, 0.00e+00, 0.00e+00, 1.49e-12] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.720150 s
Training model...
Step Train loss Test loss Test metric
670000 [4.19e-05, 5.69e-06, 3.08e-05, 1.49e-05, 1.85e-05, 6.42e-06, 5.42e-10, 6.35e-06, 9.67e-06, 1.74e-05, 8.99e-06, 8.27e-05, 0.00e+00, 0.00e+00, 1.49e-12] [4.19e-05, 5.69e-06, 3.08e-05, 1.49e-05, 1.85e-05, 6.42e-06, 5.42e-10, 6.35e-06, 9.67e-06, 1.74e-05, 8.99e-06, 8.27e-05, 0.00e+00, 0.00e+00, 1.49e-12] []
672000 [2.05e-06, 2.24e-06, 3.53e-06, 1.20e-06, 8.55e-07, 1.33e-07, 2.15e-11, 5.63e-07, 7.97e-07, 1.70e-06, 1.17e-06, 4.99e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.05e-06, 2.24e-06, 3.53e-06, 1.20e-06, 8.55e-07, 1.33e-07, 2.15e-11, 5.63e-07, 7.97e-07, 1.70e-06, 1.17e-06, 4.99e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.960573 s
Training model...
Step Train loss Test loss Test metric
672000 [2.05e-06, 2.24e-06, 3.53e-06, 1.20e-06, 8.55e-07, 1.33e-07, 2.15e-11, 5.63e-07, 7.97e-07, 1.70e-06, 1.17e-06, 4.99e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.05e-06, 2.24e-06, 3.53e-06, 1.20e-06, 8.55e-07, 1.33e-07, 2.15e-11, 5.63e-07, 7.97e-07, 1.70e-06, 1.17e-06, 4.99e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
674000 [2.31e-05, 6.84e-06, 1.46e-05, 1.13e-05, 1.08e-05, 5.08e-06, 2.12e-08, 4.19e-06, 8.96e-06, 1.00e-05, 5.09e-06, 6.49e-05, 4.56e-06, 6.23e-07, 5.87e-11] [2.31e-05, 6.84e-06, 1.46e-05, 1.13e-05, 1.08e-05, 5.08e-06, 2.12e-08, 4.19e-06, 8.96e-06, 1.00e-05, 5.09e-06, 6.49e-05, 4.56e-06, 6.23e-07, 5.87e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.145047 s
Training model...
Step Train loss Test loss Test metric
674000 [2.31e-05, 6.84e-06, 1.46e-05, 1.13e-05, 1.08e-05, 5.08e-06, 2.12e-08, 4.19e-06, 8.96e-06, 1.00e-05, 5.09e-06, 6.49e-05, 4.56e-06, 6.23e-07, 5.87e-11] [2.31e-05, 6.84e-06, 1.46e-05, 1.13e-05, 1.08e-05, 5.08e-06, 2.12e-08, 4.19e-06, 8.96e-06, 1.00e-05, 5.09e-06, 6.49e-05, 4.56e-06, 6.23e-07, 5.87e-11] []
676000 [1.63e-05, 2.65e-06, 1.36e-05, 5.66e-06, 7.84e-06, 2.90e-06, 1.78e-06, 2.89e-06, 4.02e-06, 6.61e-06, 3.11e-06, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.63e-05, 2.65e-06, 1.36e-05, 5.66e-06, 7.84e-06, 2.90e-06, 1.78e-06, 2.89e-06, 4.02e-06, 6.61e-06, 3.11e-06, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.373609 s
Training model...
Step Train loss Test loss Test metric
676000 [1.63e-05, 2.65e-06, 1.36e-05, 5.66e-06, 7.84e-06, 2.90e-06, 1.78e-06, 2.89e-06, 4.02e-06, 6.61e-06, 3.11e-06, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.63e-05, 2.65e-06, 1.36e-05, 5.66e-06, 7.84e-06, 2.90e-06, 1.78e-06, 2.89e-06, 4.02e-06, 6.61e-06, 3.11e-06, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
678000 [2.55e-06, 3.13e-06, 2.41e-06, 1.78e-06, 1.21e-06, 8.05e-07, 2.75e-09, 6.36e-07, 1.64e-06, 1.05e-06, 8.34e-07, 6.99e-06, 3.37e-07, 7.86e-08, 7.54e-12] [2.55e-06, 3.13e-06, 2.41e-06, 1.78e-06, 1.21e-06, 8.05e-07, 2.75e-09, 6.36e-07, 1.64e-06, 1.05e-06, 8.34e-07, 6.99e-06, 3.37e-07, 7.86e-08, 7.54e-12] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.871619 s
Training model...
Step Train loss Test loss Test metric
678000 [2.55e-06, 3.13e-06, 2.41e-06, 1.78e-06, 1.21e-06, 8.05e-07, 2.75e-09, 6.36e-07, 1.64e-06, 1.05e-06, 8.34e-07, 6.99e-06, 3.37e-07, 7.86e-08, 7.54e-12] [2.55e-06, 3.13e-06, 2.41e-06, 1.78e-06, 1.21e-06, 8.05e-07, 2.75e-09, 6.36e-07, 1.64e-06, 1.05e-06, 8.34e-07, 6.99e-06, 3.37e-07, 7.86e-08, 7.54e-12] []
680000 [5.02e-06, 4.13e-06, 4.05e-06, 3.14e-06, 2.48e-06, 1.17e-06, 4.19e-07, 5.30e-07, 1.26e-06, 2.25e-06, 1.30e-06, 1.14e-05, 1.13e-06, 1.34e-07, 0.00e+00] [5.02e-06, 4.13e-06, 4.05e-06, 3.14e-06, 2.48e-06, 1.17e-06, 4.19e-07, 5.30e-07, 1.26e-06, 2.25e-06, 1.30e-06, 1.14e-05, 1.13e-06, 1.34e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.444963 s
Training model...
Step Train loss Test loss Test metric
680000 [5.02e-06, 4.13e-06, 4.05e-06, 3.14e-06, 2.48e-06, 1.17e-06, 4.19e-07, 5.30e-07, 1.26e-06, 2.25e-06, 1.30e-06, 1.14e-05, 1.13e-06, 1.34e-07, 0.00e+00] [5.02e-06, 4.13e-06, 4.05e-06, 3.14e-06, 2.48e-06, 1.17e-06, 4.19e-07, 5.30e-07, 1.26e-06, 2.25e-06, 1.30e-06, 1.14e-05, 1.13e-06, 1.34e-07, 0.00e+00] []
682000 [1.76e-05, 9.94e-06, 1.12e-05, 8.30e-06, 5.54e-06, 1.31e-06, 6.18e-07, 1.28e-06, 1.80e-05, 5.13e-06, 5.41e-06, 4.12e-05, 2.99e-06, 2.02e-07, 0.00e+00] [1.76e-05, 9.94e-06, 1.12e-05, 8.30e-06, 5.54e-06, 1.31e-06, 6.18e-07, 1.28e-06, 1.80e-05, 5.13e-06, 5.41e-06, 4.12e-05, 2.99e-06, 2.02e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.007746 s
Training model...
Step Train loss Test loss Test metric
682000 [1.76e-05, 9.94e-06, 1.12e-05, 8.30e-06, 5.54e-06, 1.31e-06, 6.18e-07, 1.28e-06, 1.80e-05, 5.13e-06, 5.41e-06, 4.12e-05, 2.99e-06, 2.02e-07, 0.00e+00] [1.76e-05, 9.94e-06, 1.12e-05, 8.30e-06, 5.54e-06, 1.31e-06, 6.18e-07, 1.28e-06, 1.80e-05, 5.13e-06, 5.41e-06, 4.12e-05, 2.99e-06, 2.02e-07, 0.00e+00] []
684000 [3.38e-06, 5.21e-06, 6.07e-06, 3.91e-06, 1.19e-06, 1.12e-06, 8.05e-05, 2.93e-07, 7.45e-06, 7.73e-06, 1.96e-05, 7.59e-06, 1.88e-08, 1.51e-08, 4.82e-06] [3.38e-06, 5.21e-06, 6.07e-06, 3.91e-06, 1.19e-06, 1.12e-06, 8.05e-05, 2.93e-07, 7.45e-06, 7.73e-06, 1.96e-05, 7.59e-06, 1.88e-08, 1.51e-08, 4.82e-06] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.942844 s
Training model...
Step Train loss Test loss Test metric
684000 [3.38e-06, 5.21e-06, 6.07e-06, 3.91e-06, 1.19e-06, 1.12e-06, 8.05e-05, 2.93e-07, 7.45e-06, 7.73e-06, 1.96e-05, 7.59e-06, 1.88e-08, 1.51e-08, 4.82e-06] [3.38e-06, 5.21e-06, 6.07e-06, 3.91e-06, 1.19e-06, 1.12e-06, 8.05e-05, 2.93e-07, 7.45e-06, 7.73e-06, 1.96e-05, 7.59e-06, 1.88e-08, 1.51e-08, 4.82e-06] []
686000 [2.30e-05, 6.76e-06, 1.41e-05, 1.08e-05, 1.20e-05, 5.57e-06, 3.58e-07, 5.72e-06, 7.34e-06, 9.41e-06, 3.69e-06, 5.42e-05, 4.53e-06, 7.96e-07, 2.03e-09] [2.30e-05, 6.76e-06, 1.41e-05, 1.08e-05, 1.20e-05, 5.57e-06, 3.58e-07, 5.72e-06, 7.34e-06, 9.41e-06, 3.69e-06, 5.42e-05, 4.53e-06, 7.96e-07, 2.03e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 24.916319 s
Training model...
Step Train loss Test loss Test metric
686000 [2.30e-05, 6.76e-06, 1.41e-05, 1.08e-05, 1.20e-05, 5.57e-06, 3.58e-07, 5.72e-06, 7.34e-06, 9.41e-06, 3.69e-06, 5.42e-05, 4.53e-06, 7.96e-07, 2.03e-09] [2.30e-05, 6.76e-06, 1.41e-05, 1.08e-05, 1.20e-05, 5.57e-06, 3.58e-07, 5.72e-06, 7.34e-06, 9.41e-06, 3.69e-06, 5.42e-05, 4.53e-06, 7.96e-07, 2.03e-09] []
688000 [7.53e-07, 1.47e-06, 1.91e-06, 2.10e-07, 1.68e-07, 3.19e-08, 1.64e-07, 3.24e-08, 1.55e-07, 6.59e-07, 5.79e-07, 1.95e-07, 0.00e+00, 0.00e+00, 0.00e+00] [7.53e-07, 1.47e-06, 1.91e-06, 2.10e-07, 1.68e-07, 3.19e-08, 1.64e-07, 3.24e-08, 1.55e-07, 6.59e-07, 5.79e-07, 1.95e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.724045 s
Training model...
Step Train loss Test loss Test metric
688000 [7.53e-07, 1.47e-06, 1.91e-06, 2.10e-07, 1.68e-07, 3.19e-08, 1.64e-07, 3.24e-08, 1.55e-07, 6.59e-07, 5.79e-07, 1.95e-07, 0.00e+00, 0.00e+00, 0.00e+00] [7.53e-07, 1.47e-06, 1.91e-06, 2.10e-07, 1.68e-07, 3.19e-08, 1.64e-07, 3.24e-08, 1.55e-07, 6.59e-07, 5.79e-07, 1.95e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
690000 [1.44e-04, 2.47e-05, 9.69e-05, 6.28e-05, 7.68e-05, 4.91e-05, 4.96e-06, 4.18e-05, 6.69e-05, 5.96e-05, 3.58e-05, 4.55e-04, 3.33e-05, 7.44e-06, 1.00e-07] [1.44e-04, 2.47e-05, 9.69e-05, 6.28e-05, 7.68e-05, 4.91e-05, 4.96e-06, 4.18e-05, 6.69e-05, 5.96e-05, 3.58e-05, 4.55e-04, 3.33e-05, 7.44e-06, 1.00e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.923960 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
690000 [1.44e-04, 2.47e-05, 9.69e-05, 6.28e-05, 7.68e-05, 4.91e-05, 4.96e-06, 4.18e-05, 6.69e-05, 5.96e-05, 3.58e-05, 4.55e-04, 3.33e-05, 7.44e-06, 1.00e-07] [1.44e-04, 2.47e-05, 9.69e-05, 6.28e-05, 7.68e-05, 4.91e-05, 4.96e-06, 4.18e-05, 6.69e-05, 5.96e-05, 3.58e-05, 4.55e-04, 3.33e-05, 7.44e-06, 1.00e-07] []
692000 [4.01e-05, 5.17e-06, 2.94e-05, 1.21e-05, 1.95e-05, 5.56e-06, 3.16e-06, 8.56e-06, 1.50e-05, 1.44e-05, 5.40e-06, 6.72e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.01e-05, 5.17e-06, 2.94e-05, 1.21e-05, 1.95e-05, 5.56e-06, 3.16e-06, 8.56e-06, 1.50e-05, 1.44e-05, 5.40e-06, 6.72e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.231815 s
Training model...
Step Train loss Test loss Test metric
692000 [4.01e-05, 5.17e-06, 2.94e-05, 1.21e-05, 1.95e-05, 5.56e-06, 3.16e-06, 8.56e-06, 1.50e-05, 1.44e-05, 5.40e-06, 6.72e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.01e-05, 5.17e-06, 2.94e-05, 1.21e-05, 1.95e-05, 5.56e-06, 3.16e-06, 8.56e-06, 1.50e-05, 1.44e-05, 5.40e-06, 6.72e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
694000 [1.15e-06, 2.12e-06, 1.96e-06, 1.28e-06, 2.35e-08, 4.64e-08, 6.02e-07, 8.59e-08, 7.46e-07, 9.25e-07, 1.06e-06, 3.26e-07, 9.85e-10, 2.62e-09, 1.07e-08] [1.15e-06, 2.12e-06, 1.96e-06, 1.28e-06, 2.35e-08, 4.64e-08, 6.02e-07, 8.59e-08, 7.46e-07, 9.25e-07, 1.06e-06, 3.26e-07, 9.85e-10, 2.62e-09, 1.07e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.885430 s
Training model...
Step Train loss Test loss Test metric
694000 [1.15e-06, 2.12e-06, 1.96e-06, 1.28e-06, 2.35e-08, 4.64e-08, 6.02e-07, 8.59e-08, 7.46e-07, 9.25e-07, 1.06e-06, 3.26e-07, 9.85e-10, 2.62e-09, 1.07e-08] [1.15e-06, 2.12e-06, 1.96e-06, 1.28e-06, 2.35e-08, 4.64e-08, 6.02e-07, 8.59e-08, 7.46e-07, 9.25e-07, 1.06e-06, 3.26e-07, 9.85e-10, 2.62e-09, 1.07e-08] []
696000 [2.28e-07, 1.92e-06, 1.24e-06, 5.59e-07, 9.05e-09, 4.52e-09, 7.49e-07, 9.30e-09, 1.72e-07, 5.91e-07, 5.95e-07, 4.43e-08, 3.32e-11, 4.57e-10, 5.23e-09] [2.28e-07, 1.92e-06, 1.24e-06, 5.59e-07, 9.05e-09, 4.52e-09, 7.49e-07, 9.30e-09, 1.72e-07, 5.91e-07, 5.95e-07, 4.43e-08, 3.32e-11, 4.57e-10, 5.23e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.451227 s
Training model...
Step Train loss Test loss Test metric
696000 [2.28e-07, 1.92e-06, 1.24e-06, 5.59e-07, 9.05e-09, 4.52e-09, 7.49e-07, 9.30e-09, 1.72e-07, 5.91e-07, 5.95e-07, 4.43e-08, 3.32e-11, 4.57e-10, 5.23e-09] [2.28e-07, 1.92e-06, 1.24e-06, 5.59e-07, 9.05e-09, 4.52e-09, 7.49e-07, 9.30e-09, 1.72e-07, 5.91e-07, 5.95e-07, 4.43e-08, 3.32e-11, 4.57e-10, 5.23e-09] []
698000 [1.51e-06, 1.95e-06, 3.40e-06, 8.97e-07, 6.63e-07, 2.28e-07, 2.64e-07, 6.02e-07, 5.83e-06, 2.45e-06, 2.59e-06, 4.77e-06, 0.00e+00, 0.00e+00, 1.08e-09] [1.51e-06, 1.95e-06, 3.40e-06, 8.97e-07, 6.63e-07, 2.28e-07, 2.64e-07, 6.02e-07, 5.83e-06, 2.45e-06, 2.59e-06, 4.77e-06, 0.00e+00, 0.00e+00, 1.08e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.504720 s
Training model...
Step Train loss Test loss Test metric
698000 [1.51e-06, 1.95e-06, 3.40e-06, 8.97e-07, 6.63e-07, 2.28e-07, 2.64e-07, 6.02e-07, 5.83e-06, 2.45e-06, 2.59e-06, 4.77e-06, 0.00e+00, 0.00e+00, 1.08e-09] [1.51e-06, 1.95e-06, 3.40e-06, 8.97e-07, 6.63e-07, 2.28e-07, 2.64e-07, 6.02e-07, 5.83e-06, 2.45e-06, 2.59e-06, 4.77e-06, 0.00e+00, 0.00e+00, 1.08e-09] []
700000 [6.88e-05, 1.46e-05, 4.62e-05, 3.35e-05, 3.61e-05, 3.65e-05, 2.29e-06, 2.96e-05, 5.16e-05, 2.81e-05, 3.26e-05, 3.20e-04, 1.60e-05, 6.35e-06, 4.58e-08] [6.88e-05, 1.46e-05, 4.62e-05, 3.35e-05, 3.61e-05, 3.65e-05, 2.29e-06, 2.96e-05, 5.16e-05, 2.81e-05, 3.26e-05, 3.20e-04, 1.60e-05, 6.35e-06, 4.58e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.466999 s
Training model...
Step Train loss Test loss Test metric
700000 [6.88e-05, 1.46e-05, 4.62e-05, 3.35e-05, 3.61e-05, 3.65e-05, 2.29e-06, 2.96e-05, 5.16e-05, 2.81e-05, 3.26e-05, 3.20e-04, 1.60e-05, 6.35e-06, 4.58e-08] [6.88e-05, 1.46e-05, 4.62e-05, 3.35e-05, 3.61e-05, 3.65e-05, 2.29e-06, 2.96e-05, 5.16e-05, 2.81e-05, 3.26e-05, 3.20e-04, 1.60e-05, 6.35e-06, 4.58e-08] []
702000 [5.08e-06, 5.46e-06, 3.66e-06, 3.22e-06, 9.30e-07, 4.96e-06, 3.47e-05, 7.12e-07, 2.18e-06, 3.04e-06, 6.73e-06, 1.89e-05, 1.15e-06, 5.95e-07, 0.00e+00] [5.08e-06, 5.46e-06, 3.66e-06, 3.22e-06, 9.30e-07, 4.96e-06, 3.47e-05, 7.12e-07, 2.18e-06, 3.04e-06, 6.73e-06, 1.89e-05, 1.15e-06, 5.95e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.572979 s
Training model...
Step Train loss Test loss Test metric
702000 [5.08e-06, 5.46e-06, 3.66e-06, 3.22e-06, 9.30e-07, 4.96e-06, 3.47e-05, 7.12e-07, 2.18e-06, 3.04e-06, 6.73e-06, 1.89e-05, 1.15e-06, 5.95e-07, 0.00e+00] [5.08e-06, 5.46e-06, 3.66e-06, 3.22e-06, 9.30e-07, 4.96e-06, 3.47e-05, 7.12e-07, 2.18e-06, 3.04e-06, 6.73e-06, 1.89e-05, 1.15e-06, 5.95e-07, 0.00e+00] []
704000 [6.30e-07, 3.04e-06, 2.18e-06, 3.14e-07, 1.36e-07, 1.05e-07, 1.56e-07, 1.86e-07, 2.76e-07, 1.64e-06, 1.30e-06, 1.58e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.30e-07, 3.04e-06, 2.18e-06, 3.14e-07, 1.36e-07, 1.05e-07, 1.56e-07, 1.86e-07, 2.76e-07, 1.64e-06, 1.30e-06, 1.58e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.158455 s
Training model...
Step Train loss Test loss Test metric
704000 [6.30e-07, 3.04e-06, 2.18e-06, 3.14e-07, 1.36e-07, 1.05e-07, 1.56e-07, 1.86e-07, 2.76e-07, 1.64e-06, 1.30e-06, 1.58e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.30e-07, 3.04e-06, 2.18e-06, 3.14e-07, 1.36e-07, 1.05e-07, 1.56e-07, 1.86e-07, 2.76e-07, 1.64e-06, 1.30e-06, 1.58e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
706000 [1.76e-05, 9.73e-06, 1.03e-05, 9.59e-06, 5.25e-06, 8.08e-06, 1.15e-06, 8.94e-06, 2.20e-05, 5.93e-06, 1.52e-05, 1.09e-04, 4.66e-06, 9.42e-07, 0.00e+00] [1.76e-05, 9.73e-06, 1.03e-05, 9.59e-06, 5.25e-06, 8.08e-06, 1.15e-06, 8.94e-06, 2.20e-05, 5.93e-06, 1.52e-05, 1.09e-04, 4.66e-06, 9.42e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.415564 s
Training model...
Step Train loss Test loss Test metric
706000 [1.76e-05, 9.73e-06, 1.03e-05, 9.59e-06, 5.25e-06, 8.08e-06, 1.15e-06, 8.94e-06, 2.20e-05, 5.93e-06, 1.52e-05, 1.09e-04, 4.66e-06, 9.42e-07, 0.00e+00] [1.76e-05, 9.73e-06, 1.03e-05, 9.59e-06, 5.25e-06, 8.08e-06, 1.15e-06, 8.94e-06, 2.20e-05, 5.93e-06, 1.52e-05, 1.09e-04, 4.66e-06, 9.42e-07, 0.00e+00] []
708000 [6.25e-06, 3.08e-06, 7.78e-06, 1.94e-06, 1.79e-06, 1.38e-06, 3.68e-06, 5.02e-07, 1.00e-06, 2.70e-06, 2.34e-06, 8.79e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.25e-06, 3.08e-06, 7.78e-06, 1.94e-06, 1.79e-06, 1.38e-06, 3.68e-06, 5.02e-07, 1.00e-06, 2.70e-06, 2.34e-06, 8.79e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.629653 s
Training model...
Step Train loss Test loss Test metric
708000 [6.25e-06, 3.08e-06, 7.78e-06, 1.94e-06, 1.79e-06, 1.38e-06, 3.68e-06, 5.02e-07, 1.00e-06, 2.70e-06, 2.34e-06, 8.79e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.25e-06, 3.08e-06, 7.78e-06, 1.94e-06, 1.79e-06, 1.38e-06, 3.68e-06, 5.02e-07, 1.00e-06, 2.70e-06, 2.34e-06, 8.79e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
710000 [8.00e-07, 2.05e-06, 1.11e-06, 1.03e-06, 3.94e-07, 1.01e-07, 1.75e-08, 7.69e-08, 3.19e-07, 1.15e-06, 7.80e-07, 1.30e-06, 7.89e-08, 1.68e-08, 5.20e-11] [8.00e-07, 2.05e-06, 1.11e-06, 1.03e-06, 3.94e-07, 1.01e-07, 1.75e-08, 7.69e-08, 3.19e-07, 1.15e-06, 7.80e-07, 1.30e-06, 7.89e-08, 1.68e-08, 5.20e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.467630 s
Training model...
Step Train loss Test loss Test metric
710000 [8.00e-07, 2.05e-06, 1.11e-06, 1.03e-06, 3.94e-07, 1.01e-07, 1.75e-08, 7.69e-08, 3.19e-07, 1.15e-06, 7.80e-07, 1.30e-06, 7.89e-08, 1.68e-08, 5.20e-11] [8.00e-07, 2.05e-06, 1.11e-06, 1.03e-06, 3.94e-07, 1.01e-07, 1.75e-08, 7.69e-08, 3.19e-07, 1.15e-06, 7.80e-07, 1.30e-06, 7.89e-08, 1.68e-08, 5.20e-11] []
712000 [3.99e-05, 1.94e-05, 2.62e-05, 2.16e-05, 7.36e-06, 8.85e-06, 1.09e-05, 3.80e-06, 2.31e-05, 1.96e-05, 5.12e-05, 2.01e-04, 1.58e-05, 1.19e-06, 2.31e-07] [3.99e-05, 1.94e-05, 2.62e-05, 2.16e-05, 7.36e-06, 8.85e-06, 1.09e-05, 3.80e-06, 2.31e-05, 1.96e-05, 5.12e-05, 2.01e-04, 1.58e-05, 1.19e-06, 2.31e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.156600 s
Training model...
Step Train loss Test loss Test metric
712000 [3.99e-05, 1.94e-05, 2.62e-05, 2.16e-05, 7.36e-06, 8.85e-06, 1.09e-05, 3.80e-06, 2.31e-05, 1.96e-05, 5.12e-05, 2.01e-04, 1.58e-05, 1.19e-06, 2.31e-07] [3.99e-05, 1.94e-05, 2.62e-05, 2.16e-05, 7.36e-06, 8.85e-06, 1.09e-05, 3.80e-06, 2.31e-05, 1.96e-05, 5.12e-05, 2.01e-04, 1.58e-05, 1.19e-06, 2.31e-07] []
714000 [1.82e-04, 2.75e-05, 1.20e-04, 5.68e-05, 9.45e-05, 5.35e-05, 2.68e-06, 3.88e-05, 5.03e-05, 8.23e-05, 4.43e-05, 4.68e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.82e-04, 2.75e-05, 1.20e-04, 5.68e-05, 9.45e-05, 5.35e-05, 2.68e-06, 3.88e-05, 5.03e-05, 8.23e-05, 4.43e-05, 4.68e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.028868 s
Training model...
Step Train loss Test loss Test metric
714000 [1.82e-04, 2.75e-05, 1.20e-04, 5.68e-05, 9.45e-05, 5.35e-05, 2.68e-06, 3.88e-05, 5.03e-05, 8.23e-05, 4.43e-05, 4.68e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.82e-04, 2.75e-05, 1.20e-04, 5.68e-05, 9.45e-05, 5.35e-05, 2.68e-06, 3.88e-05, 5.03e-05, 8.23e-05, 4.43e-05, 4.68e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
716000 [9.04e-06, 2.32e-06, 8.73e-06, 3.67e-06, 5.65e-06, 2.36e-06, 1.24e-07, 6.95e-07, 1.18e-06, 4.04e-06, 3.15e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.04e-06, 2.32e-06, 8.73e-06, 3.67e-06, 5.65e-06, 2.36e-06, 1.24e-07, 6.95e-07, 1.18e-06, 4.04e-06, 3.15e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.291774 s
Training model...
Step Train loss Test loss Test metric
716000 [9.04e-06, 2.32e-06, 8.73e-06, 3.67e-06, 5.65e-06, 2.36e-06, 1.24e-07, 6.95e-07, 1.18e-06, 4.04e-06, 3.15e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.04e-06, 2.32e-06, 8.73e-06, 3.67e-06, 5.65e-06, 2.36e-06, 1.24e-07, 6.95e-07, 1.18e-06, 4.04e-06, 3.15e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
718000 [3.82e-05, 5.10e-06, 2.99e-05, 1.35e-05, 2.04e-05, 8.62e-06, 4.82e-06, 6.38e-06, 8.84e-06, 1.56e-05, 6.25e-06, 7.34e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.82e-05, 5.10e-06, 2.99e-05, 1.35e-05, 2.04e-05, 8.62e-06, 4.82e-06, 6.38e-06, 8.84e-06, 1.56e-05, 6.25e-06, 7.34e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.411833 s
Training model...
Step Train loss Test loss Test metric
718000 [3.82e-05, 5.10e-06, 2.99e-05, 1.35e-05, 2.04e-05, 8.62e-06, 4.82e-06, 6.38e-06, 8.84e-06, 1.56e-05, 6.25e-06, 7.34e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.82e-05, 5.10e-06, 2.99e-05, 1.35e-05, 2.04e-05, 8.62e-06, 4.82e-06, 6.38e-06, 8.84e-06, 1.56e-05, 6.25e-06, 7.34e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
720000 [2.73e-05, 4.59e-06, 2.32e-05, 9.69e-06, 1.63e-05, 8.84e-06, 1.04e-05, 1.13e-05, 3.15e-05, 1.75e-05, 1.41e-05, 9.76e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.73e-05, 4.59e-06, 2.32e-05, 9.69e-06, 1.63e-05, 8.84e-06, 1.04e-05, 1.13e-05, 3.15e-05, 1.75e-05, 1.41e-05, 9.76e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.107226 s
Training model...
Step Train loss Test loss Test metric
720000 [2.73e-05, 4.59e-06, 2.32e-05, 9.69e-06, 1.63e-05, 8.84e-06, 1.04e-05, 1.13e-05, 3.15e-05, 1.75e-05, 1.41e-05, 9.76e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.73e-05, 4.59e-06, 2.32e-05, 9.69e-06, 1.63e-05, 8.84e-06, 1.04e-05, 1.13e-05, 3.15e-05, 1.75e-05, 1.41e-05, 9.76e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
722000 [3.24e-06, 2.13e-06, 4.57e-06, 1.02e-06, 2.15e-06, 2.20e-06, 5.39e-07, 5.07e-07, 4.47e-07, 1.64e-06, 3.15e-06, 8.27e-06, 0.00e+00, 0.00e+00, 1.17e-08] [3.24e-06, 2.13e-06, 4.57e-06, 1.02e-06, 2.15e-06, 2.20e-06, 5.39e-07, 5.07e-07, 4.47e-07, 1.64e-06, 3.15e-06, 8.27e-06, 0.00e+00, 0.00e+00, 1.17e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.200770 s
Training model...
Step Train loss Test loss Test metric
722000 [3.24e-06, 2.13e-06, 4.57e-06, 1.02e-06, 2.15e-06, 2.20e-06, 5.39e-07, 5.07e-07, 4.47e-07, 1.64e-06, 3.15e-06, 8.27e-06, 0.00e+00, 0.00e+00, 1.17e-08] [3.24e-06, 2.13e-06, 4.57e-06, 1.02e-06, 2.15e-06, 2.20e-06, 5.39e-07, 5.07e-07, 4.47e-07, 1.64e-06, 3.15e-06, 8.27e-06, 0.00e+00, 0.00e+00, 1.17e-08] []
724000 [4.76e-07, 1.50e-06, 1.34e-06, 2.42e-07, 7.34e-08, 1.53e-08, 1.20e-07, 5.12e-08, 2.33e-07, 4.59e-07, 1.28e-06, 4.48e-07, 0.00e+00, 0.00e+00, 1.06e-09] [4.76e-07, 1.50e-06, 1.34e-06, 2.42e-07, 7.34e-08, 1.53e-08, 1.20e-07, 5.12e-08, 2.33e-07, 4.59e-07, 1.28e-06, 4.48e-07, 0.00e+00, 0.00e+00, 1.06e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.255319 s
Training model...
Step Train loss Test loss Test metric
724000 [4.76e-07, 1.50e-06, 1.34e-06, 2.42e-07, 7.34e-08, 1.53e-08, 1.20e-07, 5.12e-08, 2.33e-07, 4.59e-07, 1.28e-06, 4.48e-07, 0.00e+00, 0.00e+00, 1.06e-09] [4.76e-07, 1.50e-06, 1.34e-06, 2.42e-07, 7.34e-08, 1.53e-08, 1.20e-07, 5.12e-08, 2.33e-07, 4.59e-07, 1.28e-06, 4.48e-07, 0.00e+00, 0.00e+00, 1.06e-09] []
726000 [6.67e-07, 3.04e-06, 2.75e-06, 5.86e-07, 3.99e-07, 2.52e-08, 2.96e-06, 9.21e-07, 1.29e-06, 2.03e-06, 1.80e-06, 2.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.67e-07, 3.04e-06, 2.75e-06, 5.86e-07, 3.99e-07, 2.52e-08, 2.96e-06, 9.21e-07, 1.29e-06, 2.03e-06, 1.80e-06, 2.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.259466 s
Training model...
Step Train loss Test loss Test metric
726000 [6.67e-07, 3.04e-06, 2.75e-06, 5.86e-07, 3.99e-07, 2.52e-08, 2.96e-06, 9.21e-07, 1.29e-06, 2.03e-06, 1.80e-06, 2.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] [6.67e-07, 3.04e-06, 2.75e-06, 5.86e-07, 3.99e-07, 2.52e-08, 2.96e-06, 9.21e-07, 1.29e-06, 2.03e-06, 1.80e-06, 2.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
728000 [1.71e-05, 5.41e-06, 9.14e-06, 6.53e-06, 8.05e-06, 2.64e-06, 1.40e-08, 5.57e-06, 1.98e-05, 5.11e-06, 9.13e-06, 3.21e-05, 2.25e-06, 2.62e-07, 0.00e+00] [1.71e-05, 5.41e-06, 9.14e-06, 6.53e-06, 8.05e-06, 2.64e-06, 1.40e-08, 5.57e-06, 1.98e-05, 5.11e-06, 9.13e-06, 3.21e-05, 2.25e-06, 2.62e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.258494 s
Training model...
Step Train loss Test loss Test metric
728000 [1.71e-05, 5.41e-06, 9.14e-06, 6.53e-06, 8.05e-06, 2.64e-06, 1.40e-08, 5.57e-06, 1.98e-05, 5.11e-06, 9.13e-06, 3.21e-05, 2.25e-06, 2.62e-07, 0.00e+00] [1.71e-05, 5.41e-06, 9.14e-06, 6.53e-06, 8.05e-06, 2.64e-06, 1.40e-08, 5.57e-06, 1.98e-05, 5.11e-06, 9.13e-06, 3.21e-05, 2.25e-06, 2.62e-07, 0.00e+00] []
730000 [4.72e-07, 1.96e-06, 1.62e-06, 3.59e-07, 1.86e-08, 1.94e-07, 1.65e-06, 2.70e-07, 2.59e-06, 1.28e-06, 3.07e-06, 2.48e-08, 7.78e-09, 7.34e-09, 0.00e+00] [4.72e-07, 1.96e-06, 1.62e-06, 3.59e-07, 1.86e-08, 1.94e-07, 1.65e-06, 2.70e-07, 2.59e-06, 1.28e-06, 3.07e-06, 2.48e-08, 7.78e-09, 7.34e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.678726 s
Training model...
Step Train loss Test loss Test metric
730000 [4.72e-07, 1.96e-06, 1.62e-06, 3.59e-07, 1.86e-08, 1.94e-07, 1.65e-06, 2.70e-07, 2.59e-06, 1.28e-06, 3.07e-06, 2.48e-08, 7.78e-09, 7.34e-09, 0.00e+00] [4.72e-07, 1.96e-06, 1.62e-06, 3.59e-07, 1.86e-08, 1.94e-07, 1.65e-06, 2.70e-07, 2.59e-06, 1.28e-06, 3.07e-06, 2.48e-08, 7.78e-09, 7.34e-09, 0.00e+00] []
732000 [1.78e-05, 1.00e-05, 1.11e-05, 1.10e-05, 5.33e-06, 7.43e-06, 4.07e-07, 9.52e-06, 2.71e-05, 6.34e-06, 1.57e-05, 1.24e-04, 4.72e-06, 9.97e-07, 1.64e-09] [1.78e-05, 1.00e-05, 1.11e-05, 1.10e-05, 5.33e-06, 7.43e-06, 4.07e-07, 9.52e-06, 2.71e-05, 6.34e-06, 1.57e-05, 1.24e-04, 4.72e-06, 9.97e-07, 1.64e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.180282 s
Training model...
Step Train loss Test loss Test metric
732000 [1.78e-05, 1.00e-05, 1.11e-05, 1.10e-05, 5.33e-06, 7.43e-06, 4.07e-07, 9.52e-06, 2.71e-05, 6.34e-06, 1.57e-05, 1.24e-04, 4.72e-06, 9.97e-07, 1.64e-09] [1.78e-05, 1.00e-05, 1.11e-05, 1.10e-05, 5.33e-06, 7.43e-06, 4.07e-07, 9.52e-06, 2.71e-05, 6.34e-06, 1.57e-05, 1.24e-04, 4.72e-06, 9.97e-07, 1.64e-09] []
734000 [4.08e-06, 3.92e-06, 3.67e-06, 3.87e-06, 8.93e-07, 1.91e-06, 1.04e-05, 1.37e-06, 5.83e-06, 1.04e-06, 3.03e-06, 1.86e-05, 4.65e-07, 2.20e-07, 2.08e-07] [4.08e-06, 3.92e-06, 3.67e-06, 3.87e-06, 8.93e-07, 1.91e-06, 1.04e-05, 1.37e-06, 5.83e-06, 1.04e-06, 3.03e-06, 1.86e-05, 4.65e-07, 2.20e-07, 2.08e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.609446 s
Training model...
Step Train loss Test loss Test metric
734000 [4.08e-06, 3.92e-06, 3.67e-06, 3.87e-06, 8.93e-07, 1.91e-06, 1.04e-05, 1.37e-06, 5.83e-06, 1.04e-06, 3.03e-06, 1.86e-05, 4.65e-07, 2.20e-07, 2.08e-07] [4.08e-06, 3.92e-06, 3.67e-06, 3.87e-06, 8.93e-07, 1.91e-06, 1.04e-05, 1.37e-06, 5.83e-06, 1.04e-06, 3.03e-06, 1.86e-05, 4.65e-07, 2.20e-07, 2.08e-07] []
736000 [1.19e-05, 7.34e-06, 7.26e-06, 7.06e-06, 4.63e-06, 8.29e-06, 2.10e-06, 6.48e-06, 9.36e-06, 4.21e-06, 7.84e-06, 5.54e-05, 2.83e-06, 1.04e-06, 0.00e+00] [1.19e-05, 7.34e-06, 7.26e-06, 7.06e-06, 4.63e-06, 8.29e-06, 2.10e-06, 6.48e-06, 9.36e-06, 4.21e-06, 7.84e-06, 5.54e-05, 2.83e-06, 1.04e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.741259 s
Training model...
Step Train loss Test loss Test metric
736000 [1.19e-05, 7.34e-06, 7.26e-06, 7.06e-06, 4.63e-06, 8.29e-06, 2.10e-06, 6.48e-06, 9.36e-06, 4.21e-06, 7.84e-06, 5.54e-05, 2.83e-06, 1.04e-06, 0.00e+00] [1.19e-05, 7.34e-06, 7.26e-06, 7.06e-06, 4.63e-06, 8.29e-06, 2.10e-06, 6.48e-06, 9.36e-06, 4.21e-06, 7.84e-06, 5.54e-05, 2.83e-06, 1.04e-06, 0.00e+00] []
738000 [3.86e-05, 1.89e-05, 2.26e-05, 2.02e-05, 1.04e-05, 3.17e-05, 4.42e-07, 4.71e-05, 1.11e-04, 1.99e-05, 4.86e-05, 3.91e-04, 1.64e-05, 6.06e-06, 1.57e-09] [3.86e-05, 1.89e-05, 2.26e-05, 2.02e-05, 1.04e-05, 3.17e-05, 4.42e-07, 4.71e-05, 1.11e-04, 1.99e-05, 4.86e-05, 3.91e-04, 1.64e-05, 6.06e-06, 1.57e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.162565 s
Training model...
Step Train loss Test loss Test metric
738000 [3.86e-05, 1.89e-05, 2.26e-05, 2.02e-05, 1.04e-05, 3.17e-05, 4.42e-07, 4.71e-05, 1.11e-04, 1.99e-05, 4.86e-05, 3.91e-04, 1.64e-05, 6.06e-06, 1.57e-09] [3.86e-05, 1.89e-05, 2.26e-05, 2.02e-05, 1.04e-05, 3.17e-05, 4.42e-07, 4.71e-05, 1.11e-04, 1.99e-05, 4.86e-05, 3.91e-04, 1.64e-05, 6.06e-06, 1.57e-09] []
740000 [4.35e-06, 1.62e-06, 4.84e-06, 1.68e-06, 1.85e-06, 3.57e-07, 7.66e-07, 1.29e-06, 3.21e-06, 2.54e-06, 1.14e-06, 1.03e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.35e-06, 1.62e-06, 4.84e-06, 1.68e-06, 1.85e-06, 3.57e-07, 7.66e-07, 1.29e-06, 3.21e-06, 2.54e-06, 1.14e-06, 1.03e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.775704 s
Training model...
Step Train loss Test loss Test metric
740000 [4.35e-06, 1.62e-06, 4.84e-06, 1.68e-06, 1.85e-06, 3.57e-07, 7.66e-07, 1.29e-06, 3.21e-06, 2.54e-06, 1.14e-06, 1.03e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.35e-06, 1.62e-06, 4.84e-06, 1.68e-06, 1.85e-06, 3.57e-07, 7.66e-07, 1.29e-06, 3.21e-06, 2.54e-06, 1.14e-06, 1.03e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
742000 [7.51e-05, 1.42e-05, 4.75e-05, 3.05e-05, 3.87e-05, 1.93e-05, 1.90e-08, 1.79e-05, 2.61e-05, 2.96e-05, 1.69e-05, 2.08e-04, 1.57e-05, 2.87e-06, 5.22e-11] [7.51e-05, 1.42e-05, 4.75e-05, 3.05e-05, 3.87e-05, 1.93e-05, 1.90e-08, 1.79e-05, 2.61e-05, 2.96e-05, 1.69e-05, 2.08e-04, 1.57e-05, 2.87e-06, 5.22e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.132533 s
Training model...
Step Train loss Test loss Test metric
742000 [7.51e-05, 1.42e-05, 4.75e-05, 3.05e-05, 3.87e-05, 1.93e-05, 1.90e-08, 1.79e-05, 2.61e-05, 2.96e-05, 1.69e-05, 2.08e-04, 1.57e-05, 2.87e-06, 5.22e-11] [7.51e-05, 1.42e-05, 4.75e-05, 3.05e-05, 3.87e-05, 1.93e-05, 1.90e-08, 1.79e-05, 2.61e-05, 2.96e-05, 1.69e-05, 2.08e-04, 1.57e-05, 2.87e-06, 5.22e-11] []
744000 [2.28e-07, 1.81e-06, 1.05e-06, 4.14e-07, 2.07e-08, 4.76e-07, 3.08e-09, 3.34e-08, 2.86e-07, 8.75e-07, 5.61e-07, 6.68e-07, 2.20e-09, 3.08e-08, 8.44e-12] [2.28e-07, 1.81e-06, 1.05e-06, 4.14e-07, 2.07e-08, 4.76e-07, 3.08e-09, 3.34e-08, 2.86e-07, 8.75e-07, 5.61e-07, 6.68e-07, 2.20e-09, 3.08e-08, 8.44e-12] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.084128 s
Training model...
Step Train loss Test loss Test metric
744000 [2.28e-07, 1.81e-06, 1.05e-06, 4.14e-07, 2.07e-08, 4.76e-07, 3.08e-09, 3.34e-08, 2.86e-07, 8.75e-07, 5.61e-07, 6.68e-07, 2.20e-09, 3.08e-08, 8.44e-12] [2.28e-07, 1.81e-06, 1.05e-06, 4.14e-07, 2.07e-08, 4.76e-07, 3.08e-09, 3.34e-08, 2.86e-07, 8.75e-07, 5.61e-07, 6.68e-07, 2.20e-09, 3.08e-08, 8.44e-12] []
746000 [9.21e-07, 2.87e-06, 1.32e-06, 3.97e-07, 5.73e-07, 1.67e-07, 3.38e-07, 4.78e-07, 4.58e-07, 5.74e-07, 6.08e-07, 1.24e-06, 4.93e-08, 6.06e-09, 0.00e+00] [9.21e-07, 2.87e-06, 1.32e-06, 3.97e-07, 5.73e-07, 1.67e-07, 3.38e-07, 4.78e-07, 4.58e-07, 5.74e-07, 6.08e-07, 1.24e-06, 4.93e-08, 6.06e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.482540 s
Training model...
Step Train loss Test loss Test metric
746000 [9.21e-07, 2.87e-06, 1.32e-06, 3.97e-07, 5.73e-07, 1.67e-07, 3.38e-07, 4.78e-07, 4.58e-07, 5.74e-07, 6.08e-07, 1.24e-06, 4.93e-08, 6.06e-09, 0.00e+00] [9.21e-07, 2.87e-06, 1.32e-06, 3.97e-07, 5.73e-07, 1.67e-07, 3.38e-07, 4.78e-07, 4.58e-07, 5.74e-07, 6.08e-07, 1.24e-06, 4.93e-08, 6.06e-09, 0.00e+00] []
748000 [4.18e-06, 2.51e-06, 5.94e-06, 2.48e-06, 2.42e-06, 6.82e-07, 1.20e-07, 3.70e-07, 3.85e-07, 3.32e-06, 2.08e-06, 1.03e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.18e-06, 2.51e-06, 5.94e-06, 2.48e-06, 2.42e-06, 6.82e-07, 1.20e-07, 3.70e-07, 3.85e-07, 3.32e-06, 2.08e-06, 1.03e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.312169 s
Training model...
Step Train loss Test loss Test metric
748000 [4.18e-06, 2.51e-06, 5.94e-06, 2.48e-06, 2.42e-06, 6.82e-07, 1.20e-07, 3.70e-07, 3.85e-07, 3.32e-06, 2.08e-06, 1.03e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.18e-06, 2.51e-06, 5.94e-06, 2.48e-06, 2.42e-06, 6.82e-07, 1.20e-07, 3.70e-07, 3.85e-07, 3.32e-06, 2.08e-06, 1.03e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
750000 [4.72e-07, 2.16e-06, 1.83e-06, 5.46e-07, 6.55e-08, 3.17e-07, 5.01e-07, 6.82e-08, 6.55e-07, 6.06e-07, 2.03e-06, 2.19e-06, 0.00e+00, 0.00e+00, 4.64e-09] [4.72e-07, 2.16e-06, 1.83e-06, 5.46e-07, 6.55e-08, 3.17e-07, 5.01e-07, 6.82e-08, 6.55e-07, 6.06e-07, 2.03e-06, 2.19e-06, 0.00e+00, 0.00e+00, 4.64e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.919451 s
Training model...
Step Train loss Test loss Test metric
750000 [4.72e-07, 2.16e-06, 1.83e-06, 5.46e-07, 6.55e-08, 3.17e-07, 5.01e-07, 6.82e-08, 6.55e-07, 6.06e-07, 2.03e-06, 2.19e-06, 0.00e+00, 0.00e+00, 4.64e-09] [4.72e-07, 2.16e-06, 1.83e-06, 5.46e-07, 6.55e-08, 3.17e-07, 5.01e-07, 6.82e-08, 6.55e-07, 6.06e-07, 2.03e-06, 2.19e-06, 0.00e+00, 0.00e+00, 4.64e-09] []
752000 [3.79e-05, 5.17e-06, 2.82e-05, 1.21e-05, 1.97e-05, 8.34e-06, 2.10e-06, 6.72e-06, 9.10e-06, 1.44e-05, 7.06e-06, 7.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.79e-05, 5.17e-06, 2.82e-05, 1.21e-05, 1.97e-05, 8.34e-06, 2.10e-06, 6.72e-06, 9.10e-06, 1.44e-05, 7.06e-06, 7.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.788097 s
Training model...
Step Train loss Test loss Test metric
752000 [3.79e-05, 5.17e-06, 2.82e-05, 1.21e-05, 1.97e-05, 8.34e-06, 2.10e-06, 6.72e-06, 9.10e-06, 1.44e-05, 7.06e-06, 7.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.79e-05, 5.17e-06, 2.82e-05, 1.21e-05, 1.97e-05, 8.34e-06, 2.10e-06, 6.72e-06, 9.10e-06, 1.44e-05, 7.06e-06, 7.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
754000 [1.12e-06, 1.88e-06, 2.48e-06, 3.65e-07, 3.07e-07, 3.56e-08, 1.59e-06, 3.24e-07, 2.12e-06, 1.30e-06, 1.19e-06, 1.43e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.12e-06, 1.88e-06, 2.48e-06, 3.65e-07, 3.07e-07, 3.56e-08, 1.59e-06, 3.24e-07, 2.12e-06, 1.30e-06, 1.19e-06, 1.43e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.175667 s
Training model...
Step Train loss Test loss Test metric
754000 [1.12e-06, 1.88e-06, 2.48e-06, 3.65e-07, 3.07e-07, 3.56e-08, 1.59e-06, 3.24e-07, 2.12e-06, 1.30e-06, 1.19e-06, 1.43e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.12e-06, 1.88e-06, 2.48e-06, 3.65e-07, 3.07e-07, 3.56e-08, 1.59e-06, 3.24e-07, 2.12e-06, 1.30e-06, 1.19e-06, 1.43e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
756000 [4.83e-05, 6.73e-06, 3.46e-05, 1.54e-05, 2.51e-05, 1.25e-05, 8.44e-07, 1.15e-05, 1.77e-05, 1.93e-05, 9.64e-06, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.83e-05, 6.73e-06, 3.46e-05, 1.54e-05, 2.51e-05, 1.25e-05, 8.44e-07, 1.15e-05, 1.77e-05, 1.93e-05, 9.64e-06, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.702447 s
Training model...
Step Train loss Test loss Test metric
756000 [4.83e-05, 6.73e-06, 3.46e-05, 1.54e-05, 2.51e-05, 1.25e-05, 8.44e-07, 1.15e-05, 1.77e-05, 1.93e-05, 9.64e-06, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.83e-05, 6.73e-06, 3.46e-05, 1.54e-05, 2.51e-05, 1.25e-05, 8.44e-07, 1.15e-05, 1.77e-05, 1.93e-05, 9.64e-06, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
758000 [1.13e-05, 7.81e-06, 8.55e-06, 7.89e-06, 3.21e-06, 1.95e-05, 4.48e-06, 1.08e-05, 1.57e-05, 4.59e-06, 1.07e-05, 6.89e-05, 3.02e-06, 3.24e-06, 0.00e+00] [1.13e-05, 7.81e-06, 8.55e-06, 7.89e-06, 3.21e-06, 1.95e-05, 4.48e-06, 1.08e-05, 1.57e-05, 4.59e-06, 1.07e-05, 6.89e-05, 3.02e-06, 3.24e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.227468 s
Training model...
Step Train loss Test loss Test metric
758000 [1.13e-05, 7.81e-06, 8.55e-06, 7.89e-06, 3.21e-06, 1.95e-05, 4.48e-06, 1.08e-05, 1.57e-05, 4.59e-06, 1.07e-05, 6.89e-05, 3.02e-06, 3.24e-06, 0.00e+00] [1.13e-05, 7.81e-06, 8.55e-06, 7.89e-06, 3.21e-06, 1.95e-05, 4.48e-06, 1.08e-05, 1.57e-05, 4.59e-06, 1.07e-05, 6.89e-05, 3.02e-06, 3.24e-06, 0.00e+00] []
760000 [1.99e-05, 7.40e-06, 1.83e-05, 1.61e-05, 5.13e-06, 4.85e-05, 8.17e-05, 3.22e-05, 6.33e-05, 6.27e-06, 5.63e-05, 3.04e-04, 4.46e-06, 8.65e-06, 3.02e-06] [1.99e-05, 7.40e-06, 1.83e-05, 1.61e-05, 5.13e-06, 4.85e-05, 8.17e-05, 3.22e-05, 6.33e-05, 6.27e-06, 5.63e-05, 3.04e-04, 4.46e-06, 8.65e-06, 3.02e-06] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.106628 s
Training model...
Step Train loss Test loss Test metric
760000 [1.99e-05, 7.40e-06, 1.83e-05, 1.61e-05, 5.13e-06, 4.85e-05, 8.17e-05, 3.22e-05, 6.33e-05, 6.27e-06, 5.63e-05, 3.04e-04, 4.46e-06, 8.65e-06, 3.02e-06] [1.99e-05, 7.40e-06, 1.83e-05, 1.61e-05, 5.13e-06, 4.85e-05, 8.17e-05, 3.22e-05, 6.33e-05, 6.27e-06, 5.63e-05, 3.04e-04, 4.46e-06, 8.65e-06, 3.02e-06] []
762000 [1.23e-05, 5.71e-06, 8.42e-06, 7.38e-06, 5.31e-06, 3.01e-06, 1.17e-06, 2.75e-06, 8.65e-06, 5.33e-06, 3.26e-06, 3.75e-05, 2.98e-06, 2.50e-07, 1.03e-08] [1.23e-05, 5.71e-06, 8.42e-06, 7.38e-06, 5.31e-06, 3.01e-06, 1.17e-06, 2.75e-06, 8.65e-06, 5.33e-06, 3.26e-06, 3.75e-05, 2.98e-06, 2.50e-07, 1.03e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.215448 s
Training model...
Step Train loss Test loss Test metric
762000 [1.23e-05, 5.71e-06, 8.42e-06, 7.38e-06, 5.31e-06, 3.01e-06, 1.17e-06, 2.75e-06, 8.65e-06, 5.33e-06, 3.26e-06, 3.75e-05, 2.98e-06, 2.50e-07, 1.03e-08] [1.23e-05, 5.71e-06, 8.42e-06, 7.38e-06, 5.31e-06, 3.01e-06, 1.17e-06, 2.75e-06, 8.65e-06, 5.33e-06, 3.26e-06, 3.75e-05, 2.98e-06, 2.50e-07, 1.03e-08] []
764000 [1.30e-05, 8.93e-06, 9.68e-06, 5.49e-06, 7.61e-06, 5.12e-06, 7.99e-08, 2.61e-06, 6.27e-06, 3.43e-06, 9.98e-06, 4.54e-05, 2.56e-06, 1.16e-06, 3.34e-10] [1.30e-05, 8.93e-06, 9.68e-06, 5.49e-06, 7.61e-06, 5.12e-06, 7.99e-08, 2.61e-06, 6.27e-06, 3.43e-06, 9.98e-06, 4.54e-05, 2.56e-06, 1.16e-06, 3.34e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.195981 s
Training model...
Step Train loss Test loss Test metric
764000 [1.30e-05, 8.93e-06, 9.68e-06, 5.49e-06, 7.61e-06, 5.12e-06, 7.99e-08, 2.61e-06, 6.27e-06, 3.43e-06, 9.98e-06, 4.54e-05, 2.56e-06, 1.16e-06, 3.34e-10] [1.30e-05, 8.93e-06, 9.68e-06, 5.49e-06, 7.61e-06, 5.12e-06, 7.99e-08, 2.61e-06, 6.27e-06, 3.43e-06, 9.98e-06, 4.54e-05, 2.56e-06, 1.16e-06, 3.34e-10] []
766000 [9.62e-06, 6.53e-06, 9.44e-06, 6.65e-06, 3.54e-08, 3.48e-07, 2.28e-05, 8.74e-08, 5.79e-06, 9.92e-06, 3.23e-06, 5.25e-06, 0.00e+00, 2.80e-09, 2.86e-07] [9.62e-06, 6.53e-06, 9.44e-06, 6.65e-06, 3.54e-08, 3.48e-07, 2.28e-05, 8.74e-08, 5.79e-06, 9.92e-06, 3.23e-06, 5.25e-06, 0.00e+00, 2.80e-09, 2.86e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.138514 s
Training model...
Step Train loss Test loss Test metric
766000 [9.62e-06, 6.53e-06, 9.44e-06, 6.65e-06, 3.54e-08, 3.48e-07, 2.28e-05, 8.74e-08, 5.79e-06, 9.92e-06, 3.23e-06, 5.25e-06, 0.00e+00, 2.80e-09, 2.86e-07] [9.62e-06, 6.53e-06, 9.44e-06, 6.65e-06, 3.54e-08, 3.48e-07, 2.28e-05, 8.74e-08, 5.79e-06, 9.92e-06, 3.23e-06, 5.25e-06, 0.00e+00, 2.80e-09, 2.86e-07] []
768000 [1.17e-06, 3.45e-06, 3.36e-06, 6.44e-07, 7.14e-07, 4.17e-07, 5.09e-09, 3.72e-07, 2.92e-06, 4.02e-06, 3.24e-06, 9.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.17e-06, 3.45e-06, 3.36e-06, 6.44e-07, 7.14e-07, 4.17e-07, 5.09e-09, 3.72e-07, 2.92e-06, 4.02e-06, 3.24e-06, 9.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.895713 s
Training model...
Step Train loss Test loss Test metric
768000 [1.17e-06, 3.45e-06, 3.36e-06, 6.44e-07, 7.14e-07, 4.17e-07, 5.09e-09, 3.72e-07, 2.92e-06, 4.02e-06, 3.24e-06, 9.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.17e-06, 3.45e-06, 3.36e-06, 6.44e-07, 7.14e-07, 4.17e-07, 5.09e-09, 3.72e-07, 2.92e-06, 4.02e-06, 3.24e-06, 9.25e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
770000 [8.65e-06, 6.66e-06, 6.55e-06, 5.18e-06, 2.51e-06, 5.32e-06, 1.45e-06, 3.02e-06, 5.05e-06, 3.40e-06, 7.82e-06, 2.88e-05, 1.80e-06, 4.69e-07, 0.00e+00] [8.65e-06, 6.66e-06, 6.55e-06, 5.18e-06, 2.51e-06, 5.32e-06, 1.45e-06, 3.02e-06, 5.05e-06, 3.40e-06, 7.82e-06, 2.88e-05, 1.80e-06, 4.69e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.299941 s
Training model...
Step Train loss Test loss Test metric
770000 [8.65e-06, 6.66e-06, 6.55e-06, 5.18e-06, 2.51e-06, 5.32e-06, 1.45e-06, 3.02e-06, 5.05e-06, 3.40e-06, 7.82e-06, 2.88e-05, 1.80e-06, 4.69e-07, 0.00e+00] [8.65e-06, 6.66e-06, 6.55e-06, 5.18e-06, 2.51e-06, 5.32e-06, 1.45e-06, 3.02e-06, 5.05e-06, 3.40e-06, 7.82e-06, 2.88e-05, 1.80e-06, 4.69e-07, 0.00e+00] []
772000 [4.16e-06, 5.93e-06, 4.26e-06, 1.13e-06, 5.54e-07, 1.59e-06, 6.23e-09, 4.14e-07, 2.43e-06, 2.47e-06, 2.42e-06, 3.19e-06, 2.72e-08, 1.78e-07, 0.00e+00] [4.16e-06, 5.93e-06, 4.26e-06, 1.13e-06, 5.54e-07, 1.59e-06, 6.23e-09, 4.14e-07, 2.43e-06, 2.47e-06, 2.42e-06, 3.19e-06, 2.72e-08, 1.78e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.828994 s
Training model...
Step Train loss Test loss Test metric
772000 [4.16e-06, 5.93e-06, 4.26e-06, 1.13e-06, 5.54e-07, 1.59e-06, 6.23e-09, 4.14e-07, 2.43e-06, 2.47e-06, 2.42e-06, 3.19e-06, 2.72e-08, 1.78e-07, 0.00e+00] [4.16e-06, 5.93e-06, 4.26e-06, 1.13e-06, 5.54e-07, 1.59e-06, 6.23e-09, 4.14e-07, 2.43e-06, 2.47e-06, 2.42e-06, 3.19e-06, 2.72e-08, 1.78e-07, 0.00e+00] []
774000 [4.32e-06, 2.12e-06, 5.06e-06, 1.37e-06, 2.80e-06, 1.33e-06, 1.43e-06, 7.11e-07, 1.07e-06, 2.97e-06, 2.78e-06, 1.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.32e-06, 2.12e-06, 5.06e-06, 1.37e-06, 2.80e-06, 1.33e-06, 1.43e-06, 7.11e-07, 1.07e-06, 2.97e-06, 2.78e-06, 1.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.407708 s
Training model...
Step Train loss Test loss Test metric
774000 [4.32e-06, 2.12e-06, 5.06e-06, 1.37e-06, 2.80e-06, 1.33e-06, 1.43e-06, 7.11e-07, 1.07e-06, 2.97e-06, 2.78e-06, 1.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.32e-06, 2.12e-06, 5.06e-06, 1.37e-06, 2.80e-06, 1.33e-06, 1.43e-06, 7.11e-07, 1.07e-06, 2.97e-06, 2.78e-06, 1.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
776000 [9.08e-07, 2.16e-06, 2.46e-06, 8.93e-07, 1.19e-07, 1.41e-06, 2.07e-06, 3.67e-07, 9.05e-07, 1.56e-06, 2.21e-06, 4.19e-06, 0.00e+00, 0.00e+00, 0.00e+00] [9.08e-07, 2.16e-06, 2.46e-06, 8.93e-07, 1.19e-07, 1.41e-06, 2.07e-06, 3.67e-07, 9.05e-07, 1.56e-06, 2.21e-06, 4.19e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.256004 s
Training model...
Step Train loss Test loss Test metric
776000 [9.08e-07, 2.16e-06, 2.46e-06, 8.93e-07, 1.19e-07, 1.41e-06, 2.07e-06, 3.67e-07, 9.05e-07, 1.56e-06, 2.21e-06, 4.19e-06, 0.00e+00, 0.00e+00, 0.00e+00] [9.08e-07, 2.16e-06, 2.46e-06, 8.93e-07, 1.19e-07, 1.41e-06, 2.07e-06, 3.67e-07, 9.05e-07, 1.56e-06, 2.21e-06, 4.19e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
778000 [8.02e-06, 6.74e-06, 1.24e-05, 2.85e-06, 9.15e-06, 5.41e-06, 4.83e-08, 1.04e-05, 1.12e-05, 2.47e-05, 9.77e-06, 1.10e-04, 0.00e+00, 0.00e+00, 1.41e-10] [8.02e-06, 6.74e-06, 1.24e-05, 2.85e-06, 9.15e-06, 5.41e-06, 4.83e-08, 1.04e-05, 1.12e-05, 2.47e-05, 9.77e-06, 1.10e-04, 0.00e+00, 0.00e+00, 1.41e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 25.680479 s
Training model...
Step Train loss Test loss Test metric
778000 [8.02e-06, 6.74e-06, 1.24e-05, 2.85e-06, 9.15e-06, 5.41e-06, 4.83e-08, 1.04e-05, 1.12e-05, 2.47e-05, 9.77e-06, 1.10e-04, 0.00e+00, 0.00e+00, 1.41e-10] [8.02e-06, 6.74e-06, 1.24e-05, 2.85e-06, 9.15e-06, 5.41e-06, 4.83e-08, 1.04e-05, 1.12e-05, 2.47e-05, 9.77e-06, 1.10e-04, 0.00e+00, 0.00e+00, 1.41e-10] []
780000 [3.59e-07, 2.06e-06, 1.02e-06, 4.34e-07, 2.53e-07, 2.01e-07, 6.05e-08, 4.40e-07, 4.62e-07, 8.18e-07, 9.91e-07, 1.79e-06, 5.03e-08, 3.48e-08, 0.00e+00] [3.59e-07, 2.06e-06, 1.02e-06, 4.34e-07, 2.53e-07, 2.01e-07, 6.05e-08, 4.40e-07, 4.62e-07, 8.18e-07, 9.91e-07, 1.79e-06, 5.03e-08, 3.48e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.688807 s
Training model...
Step Train loss Test loss Test metric
780000 [3.59e-07, 2.06e-06, 1.02e-06, 4.34e-07, 2.53e-07, 2.01e-07, 6.05e-08, 4.40e-07, 4.62e-07, 8.18e-07, 9.91e-07, 1.79e-06, 5.03e-08, 3.48e-08, 0.00e+00] [3.59e-07, 2.06e-06, 1.02e-06, 4.34e-07, 2.53e-07, 2.01e-07, 6.05e-08, 4.40e-07, 4.62e-07, 8.18e-07, 9.91e-07, 1.79e-06, 5.03e-08, 3.48e-08, 0.00e+00] []
782000 [3.30e-05, 3.02e-06, 2.64e-05, 1.15e-05, 1.74e-05, 7.03e-07, 7.68e-07, 1.04e-06, 6.78e-06, 1.06e-05, 1.23e-06, 2.63e-05, 0.00e+00, 9.08e-09, 0.00e+00] [3.30e-05, 3.02e-06, 2.64e-05, 1.15e-05, 1.74e-05, 7.03e-07, 7.68e-07, 1.04e-06, 6.78e-06, 1.06e-05, 1.23e-06, 2.63e-05, 0.00e+00, 9.08e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.316063 s
Training model...
Step Train loss Test loss Test metric
782000 [3.30e-05, 3.02e-06, 2.64e-05, 1.15e-05, 1.74e-05, 7.03e-07, 7.68e-07, 1.04e-06, 6.78e-06, 1.06e-05, 1.23e-06, 2.63e-05, 0.00e+00, 9.08e-09, 0.00e+00] [3.30e-05, 3.02e-06, 2.64e-05, 1.15e-05, 1.74e-05, 7.03e-07, 7.68e-07, 1.04e-06, 6.78e-06, 1.06e-05, 1.23e-06, 2.63e-05, 0.00e+00, 9.08e-09, 0.00e+00] []
784000 [3.90e-07, 3.26e-06, 2.29e-06, 1.35e-06, 1.15e-08, 3.23e-09, 6.60e-08, 7.49e-08, 1.21e-07, 2.87e-07, 1.12e-06, 7.19e-07, 5.43e-10, 8.85e-12, 0.00e+00] [3.90e-07, 3.26e-06, 2.29e-06, 1.35e-06, 1.15e-08, 3.23e-09, 6.60e-08, 7.49e-08, 1.21e-07, 2.87e-07, 1.12e-06, 7.19e-07, 5.43e-10, 8.85e-12, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.329632 s
Training model...
Step Train loss Test loss Test metric
784000 [3.90e-07, 3.26e-06, 2.29e-06, 1.35e-06, 1.15e-08, 3.23e-09, 6.60e-08, 7.49e-08, 1.21e-07, 2.87e-07, 1.12e-06, 7.19e-07, 5.43e-10, 8.85e-12, 0.00e+00] [3.90e-07, 3.26e-06, 2.29e-06, 1.35e-06, 1.15e-08, 3.23e-09, 6.60e-08, 7.49e-08, 1.21e-07, 2.87e-07, 1.12e-06, 7.19e-07, 5.43e-10, 8.85e-12, 0.00e+00] []
786000 [3.71e-06, 4.74e-06, 5.30e-06, 4.47e-07, 1.08e-08, 2.19e-06, 1.92e-08, 1.18e-06, 2.44e-06, 1.33e-06, 1.95e-06, 3.44e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.71e-06, 4.74e-06, 5.30e-06, 4.47e-07, 1.08e-08, 2.19e-06, 1.92e-08, 1.18e-06, 2.44e-06, 1.33e-06, 1.95e-06, 3.44e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.985622 s
Training model...
Step Train loss Test loss Test metric
786000 [3.71e-06, 4.74e-06, 5.30e-06, 4.47e-07, 1.08e-08, 2.19e-06, 1.92e-08, 1.18e-06, 2.44e-06, 1.33e-06, 1.95e-06, 3.44e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.71e-06, 4.74e-06, 5.30e-06, 4.47e-07, 1.08e-08, 2.19e-06, 1.92e-08, 1.18e-06, 2.44e-06, 1.33e-06, 1.95e-06, 3.44e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
788000 [3.51e-06, 4.67e-06, 6.49e-06, 3.27e-06, 2.12e-06, 1.18e-06, 1.76e-04, 1.88e-06, 3.27e-06, 7.12e-06, 3.67e-06, 2.98e-05, 0.00e+00, 0.00e+00, 1.42e-05] [3.51e-06, 4.67e-06, 6.49e-06, 3.27e-06, 2.12e-06, 1.18e-06, 1.76e-04, 1.88e-06, 3.27e-06, 7.12e-06, 3.67e-06, 2.98e-05, 0.00e+00, 0.00e+00, 1.42e-05] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.767823 s
Training model...
Step Train loss Test loss Test metric
788000 [3.51e-06, 4.67e-06, 6.49e-06, 3.27e-06, 2.12e-06, 1.18e-06, 1.76e-04, 1.88e-06, 3.27e-06, 7.12e-06, 3.67e-06, 2.98e-05, 0.00e+00, 0.00e+00, 1.42e-05] [3.51e-06, 4.67e-06, 6.49e-06, 3.27e-06, 2.12e-06, 1.18e-06, 1.76e-04, 1.88e-06, 3.27e-06, 7.12e-06, 3.67e-06, 2.98e-05, 0.00e+00, 0.00e+00, 1.42e-05] []
790000 [5.12e-06, 1.63e-06, 6.01e-06, 7.35e-07, 2.31e-06, 3.17e-07, 3.46e-08, 1.09e-06, 1.70e-06, 2.20e-06, 8.90e-07, 5.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] [5.12e-06, 1.63e-06, 6.01e-06, 7.35e-07, 2.31e-06, 3.17e-07, 3.46e-08, 1.09e-06, 1.70e-06, 2.20e-06, 8.90e-07, 5.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.328897 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
790000 [5.12e-06, 1.63e-06, 6.01e-06, 7.35e-07, 2.31e-06, 3.17e-07, 3.46e-08, 1.09e-06, 1.70e-06, 2.20e-06, 8.90e-07, 5.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] [5.12e-06, 1.63e-06, 6.01e-06, 7.35e-07, 2.31e-06, 3.17e-07, 3.46e-08, 1.09e-06, 1.70e-06, 2.20e-06, 8.90e-07, 5.64e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
792000 [1.45e-05, 2.49e-06, 1.23e-05, 4.19e-06, 8.85e-06, 4.36e-06, 3.26e-07, 2.82e-06, 2.00e-06, 6.09e-06, 4.88e-06, 2.99e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.45e-05, 2.49e-06, 1.23e-05, 4.19e-06, 8.85e-06, 4.36e-06, 3.26e-07, 2.82e-06, 2.00e-06, 6.09e-06, 4.88e-06, 2.99e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.074991 s
Training model...
Step Train loss Test loss Test metric
792000 [1.45e-05, 2.49e-06, 1.23e-05, 4.19e-06, 8.85e-06, 4.36e-06, 3.26e-07, 2.82e-06, 2.00e-06, 6.09e-06, 4.88e-06, 2.99e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.45e-05, 2.49e-06, 1.23e-05, 4.19e-06, 8.85e-06, 4.36e-06, 3.26e-07, 2.82e-06, 2.00e-06, 6.09e-06, 4.88e-06, 2.99e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
794000 [1.33e-06, 3.17e-06, 2.17e-06, 1.48e-06, 5.74e-07, 7.29e-07, 1.94e-08, 2.55e-07, 8.04e-07, 8.02e-07, 1.69e-06, 4.62e-06, 1.80e-07, 8.17e-08, 5.39e-11] [1.33e-06, 3.17e-06, 2.17e-06, 1.48e-06, 5.74e-07, 7.29e-07, 1.94e-08, 2.55e-07, 8.04e-07, 8.02e-07, 1.69e-06, 4.62e-06, 1.80e-07, 8.17e-08, 5.39e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.225744 s
Training model...
Step Train loss Test loss Test metric
794000 [1.33e-06, 3.17e-06, 2.17e-06, 1.48e-06, 5.74e-07, 7.29e-07, 1.94e-08, 2.55e-07, 8.04e-07, 8.02e-07, 1.69e-06, 4.62e-06, 1.80e-07, 8.17e-08, 5.39e-11] [1.33e-06, 3.17e-06, 2.17e-06, 1.48e-06, 5.74e-07, 7.29e-07, 1.94e-08, 2.55e-07, 8.04e-07, 8.02e-07, 1.69e-06, 4.62e-06, 1.80e-07, 8.17e-08, 5.39e-11] []
796000 [9.86e-06, 7.49e-06, 6.63e-06, 3.62e-06, 5.23e-06, 1.53e-06, 2.71e-06, 3.10e-06, 7.53e-06, 2.05e-06, 2.70e-06, 2.70e-05, 1.43e-06, 2.23e-07, 0.00e+00] [9.86e-06, 7.49e-06, 6.63e-06, 3.62e-06, 5.23e-06, 1.53e-06, 2.71e-06, 3.10e-06, 7.53e-06, 2.05e-06, 2.70e-06, 2.70e-05, 1.43e-06, 2.23e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.098257 s
Training model...
Step Train loss Test loss Test metric
796000 [9.86e-06, 7.49e-06, 6.63e-06, 3.62e-06, 5.23e-06, 1.53e-06, 2.71e-06, 3.10e-06, 7.53e-06, 2.05e-06, 2.70e-06, 2.70e-05, 1.43e-06, 2.23e-07, 0.00e+00] [9.86e-06, 7.49e-06, 6.63e-06, 3.62e-06, 5.23e-06, 1.53e-06, 2.71e-06, 3.10e-06, 7.53e-06, 2.05e-06, 2.70e-06, 2.70e-05, 1.43e-06, 2.23e-07, 0.00e+00] []
798000 [3.18e-06, 5.73e-06, 3.12e-06, 2.35e-06, 8.93e-12, 7.35e-08, 1.80e-07, 1.06e-07, 1.21e-06, 2.21e-06, 2.52e-06, 2.25e-06, 6.97e-11, 2.15e-10, 9.75e-10] [3.18e-06, 5.73e-06, 3.12e-06, 2.35e-06, 8.93e-12, 7.35e-08, 1.80e-07, 1.06e-07, 1.21e-06, 2.21e-06, 2.52e-06, 2.25e-06, 6.97e-11, 2.15e-10, 9.75e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.656521 s
Training model...
Step Train loss Test loss Test metric
798000 [3.18e-06, 5.73e-06, 3.12e-06, 2.35e-06, 8.93e-12, 7.35e-08, 1.80e-07, 1.06e-07, 1.21e-06, 2.21e-06, 2.52e-06, 2.25e-06, 6.97e-11, 2.15e-10, 9.75e-10] [3.18e-06, 5.73e-06, 3.12e-06, 2.35e-06, 8.93e-12, 7.35e-08, 1.80e-07, 1.06e-07, 1.21e-06, 2.21e-06, 2.52e-06, 2.25e-06, 6.97e-11, 2.15e-10, 9.75e-10] []
800000 [3.60e-05, 8.66e-06, 2.27e-05, 1.65e-05, 1.93e-05, 7.24e-06, 1.09e-06, 7.25e-06, 1.13e-05, 1.48e-05, 5.27e-06, 8.04e-05, 7.45e-06, 1.16e-06, 8.56e-09] [3.60e-05, 8.66e-06, 2.27e-05, 1.65e-05, 1.93e-05, 7.24e-06, 1.09e-06, 7.25e-06, 1.13e-05, 1.48e-05, 5.27e-06, 8.04e-05, 7.45e-06, 1.16e-06, 8.56e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.463145 s
Training model...
Step Train loss Test loss Test metric
800000 [3.60e-05, 8.66e-06, 2.27e-05, 1.65e-05, 1.93e-05, 7.24e-06, 1.09e-06, 7.25e-06, 1.13e-05, 1.48e-05, 5.27e-06, 8.04e-05, 7.45e-06, 1.16e-06, 8.56e-09] [3.60e-05, 8.66e-06, 2.27e-05, 1.65e-05, 1.93e-05, 7.24e-06, 1.09e-06, 7.25e-06, 1.13e-05, 1.48e-05, 5.27e-06, 8.04e-05, 7.45e-06, 1.16e-06, 8.56e-09] []
802000 [5.51e-07, 2.33e-06, 1.35e-06, 6.15e-07, 3.29e-07, 3.13e-07, 6.56e-06, 3.47e-08, 8.91e-07, 7.60e-07, 1.52e-06, 1.77e-06, 5.99e-08, 1.57e-08, 0.00e+00] [5.51e-07, 2.33e-06, 1.35e-06, 6.15e-07, 3.29e-07, 3.13e-07, 6.56e-06, 3.47e-08, 8.91e-07, 7.60e-07, 1.52e-06, 1.77e-06, 5.99e-08, 1.57e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.880401 s
Training model...
Step Train loss Test loss Test metric
802000 [5.51e-07, 2.33e-06, 1.35e-06, 6.15e-07, 3.29e-07, 3.13e-07, 6.56e-06, 3.47e-08, 8.91e-07, 7.60e-07, 1.52e-06, 1.77e-06, 5.99e-08, 1.57e-08, 0.00e+00] [5.51e-07, 2.33e-06, 1.35e-06, 6.15e-07, 3.29e-07, 3.13e-07, 6.56e-06, 3.47e-08, 8.91e-07, 7.60e-07, 1.52e-06, 1.77e-06, 5.99e-08, 1.57e-08, 0.00e+00] []
804000 [3.56e-06, 1.95e-06, 4.43e-06, 1.21e-06, 1.66e-06, 1.15e-06, 6.48e-09, 9.92e-07, 1.61e-06, 2.44e-06, 1.67e-06, 1.08e-05, 0.00e+00, 0.00e+00, 1.78e-11] [3.56e-06, 1.95e-06, 4.43e-06, 1.21e-06, 1.66e-06, 1.15e-06, 6.48e-09, 9.92e-07, 1.61e-06, 2.44e-06, 1.67e-06, 1.08e-05, 0.00e+00, 0.00e+00, 1.78e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.401261 s
Training model...
Step Train loss Test loss Test metric
804000 [3.56e-06, 1.95e-06, 4.43e-06, 1.21e-06, 1.66e-06, 1.15e-06, 6.48e-09, 9.92e-07, 1.61e-06, 2.44e-06, 1.67e-06, 1.08e-05, 0.00e+00, 0.00e+00, 1.78e-11] [3.56e-06, 1.95e-06, 4.43e-06, 1.21e-06, 1.66e-06, 1.15e-06, 6.48e-09, 9.92e-07, 1.61e-06, 2.44e-06, 1.67e-06, 1.08e-05, 0.00e+00, 0.00e+00, 1.78e-11] []
806000 [7.61e-07, 2.31e-06, 2.42e-06, 5.75e-07, 3.06e-07, 6.70e-07, 6.23e-11, 2.69e-07, 2.88e-07, 1.12e-06, 8.24e-07, 2.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] [7.61e-07, 2.31e-06, 2.42e-06, 5.75e-07, 3.06e-07, 6.70e-07, 6.23e-11, 2.69e-07, 2.88e-07, 1.12e-06, 8.24e-07, 2.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.834912 s
Training model...
Step Train loss Test loss Test metric
806000 [7.61e-07, 2.31e-06, 2.42e-06, 5.75e-07, 3.06e-07, 6.70e-07, 6.23e-11, 2.69e-07, 2.88e-07, 1.12e-06, 8.24e-07, 2.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] [7.61e-07, 2.31e-06, 2.42e-06, 5.75e-07, 3.06e-07, 6.70e-07, 6.23e-11, 2.69e-07, 2.88e-07, 1.12e-06, 8.24e-07, 2.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
808000 [6.13e-06, 5.42e-06, 4.21e-06, 3.20e-06, 1.64e-06, 3.88e-07, 1.03e-07, 1.37e-06, 1.03e-05, 1.61e-06, 4.23e-06, 2.02e-05, 1.45e-07, 4.47e-08, 3.33e-10] [6.13e-06, 5.42e-06, 4.21e-06, 3.20e-06, 1.64e-06, 3.88e-07, 1.03e-07, 1.37e-06, 1.03e-05, 1.61e-06, 4.23e-06, 2.02e-05, 1.45e-07, 4.47e-08, 3.33e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.487205 s
Training model...
Step Train loss Test loss Test metric
808000 [6.13e-06, 5.42e-06, 4.21e-06, 3.20e-06, 1.64e-06, 3.88e-07, 1.03e-07, 1.37e-06, 1.03e-05, 1.61e-06, 4.23e-06, 2.02e-05, 1.45e-07, 4.47e-08, 3.33e-10] [6.13e-06, 5.42e-06, 4.21e-06, 3.20e-06, 1.64e-06, 3.88e-07, 1.03e-07, 1.37e-06, 1.03e-05, 1.61e-06, 4.23e-06, 2.02e-05, 1.45e-07, 4.47e-08, 3.33e-10] []
810000 [3.63e-07, 2.03e-06, 1.08e-06, 2.96e-07, 1.61e-07, 2.71e-09, 2.84e-09, 1.38e-10, 2.39e-07, 8.34e-07, 6.08e-07, 1.59e-07, 1.06e-08, 4.27e-09, 0.00e+00] [3.63e-07, 2.03e-06, 1.08e-06, 2.96e-07, 1.61e-07, 2.71e-09, 2.84e-09, 1.38e-10, 2.39e-07, 8.34e-07, 6.08e-07, 1.59e-07, 1.06e-08, 4.27e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.607027 s
Training model...
Step Train loss Test loss Test metric
810000 [3.63e-07, 2.03e-06, 1.08e-06, 2.96e-07, 1.61e-07, 2.71e-09, 2.84e-09, 1.38e-10, 2.39e-07, 8.34e-07, 6.08e-07, 1.59e-07, 1.06e-08, 4.27e-09, 0.00e+00] [3.63e-07, 2.03e-06, 1.08e-06, 2.96e-07, 1.61e-07, 2.71e-09, 2.84e-09, 1.38e-10, 2.39e-07, 8.34e-07, 6.08e-07, 1.59e-07, 1.06e-08, 4.27e-09, 0.00e+00] []
812000 [1.75e-05, 6.09e-06, 9.93e-06, 9.00e-06, 8.52e-06, 3.95e-06, 3.23e-10, 6.67e-06, 1.53e-05, 6.10e-06, 4.43e-06, 4.87e-05, 2.99e-06, 4.69e-07, 8.85e-13] [1.75e-05, 6.09e-06, 9.93e-06, 9.00e-06, 8.52e-06, 3.95e-06, 3.23e-10, 6.67e-06, 1.53e-05, 6.10e-06, 4.43e-06, 4.87e-05, 2.99e-06, 4.69e-07, 8.85e-13] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.487984 s
Training model...
Step Train loss Test loss Test metric
812000 [1.75e-05, 6.09e-06, 9.93e-06, 9.00e-06, 8.52e-06, 3.95e-06, 3.23e-10, 6.67e-06, 1.53e-05, 6.10e-06, 4.43e-06, 4.87e-05, 2.99e-06, 4.69e-07, 8.85e-13] [1.75e-05, 6.09e-06, 9.93e-06, 9.00e-06, 8.52e-06, 3.95e-06, 3.23e-10, 6.67e-06, 1.53e-05, 6.10e-06, 4.43e-06, 4.87e-05, 2.99e-06, 4.69e-07, 8.85e-13] []
814000 [6.97e-07, 1.78e-06, 2.57e-06, 5.26e-07, 3.60e-07, 1.49e-07, 2.90e-08, 1.81e-06, 1.42e-06, 8.81e-07, 1.59e-06, 3.83e-06, 2.48e-08, 0.00e+00, 0.00e+00] [6.97e-07, 1.78e-06, 2.57e-06, 5.26e-07, 3.60e-07, 1.49e-07, 2.90e-08, 1.81e-06, 1.42e-06, 8.81e-07, 1.59e-06, 3.83e-06, 2.48e-08, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.390892 s
Training model...
Step Train loss Test loss Test metric
814000 [6.97e-07, 1.78e-06, 2.57e-06, 5.26e-07, 3.60e-07, 1.49e-07, 2.90e-08, 1.81e-06, 1.42e-06, 8.81e-07, 1.59e-06, 3.83e-06, 2.48e-08, 0.00e+00, 0.00e+00] [6.97e-07, 1.78e-06, 2.57e-06, 5.26e-07, 3.60e-07, 1.49e-07, 2.90e-08, 1.81e-06, 1.42e-06, 8.81e-07, 1.59e-06, 3.83e-06, 2.48e-08, 0.00e+00, 0.00e+00] []
816000 [5.40e-06, 4.56e-06, 4.55e-06, 1.95e-06, 3.05e-06, 1.14e-06, 5.00e-08, 9.35e-07, 1.97e-06, 1.70e-06, 1.67e-06, 1.33e-05, 9.05e-07, 1.69e-07, 2.27e-10] [5.40e-06, 4.56e-06, 4.55e-06, 1.95e-06, 3.05e-06, 1.14e-06, 5.00e-08, 9.35e-07, 1.97e-06, 1.70e-06, 1.67e-06, 1.33e-05, 9.05e-07, 1.69e-07, 2.27e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.415757 s
Training model...
Step Train loss Test loss Test metric
816000 [5.40e-06, 4.56e-06, 4.55e-06, 1.95e-06, 3.05e-06, 1.14e-06, 5.00e-08, 9.35e-07, 1.97e-06, 1.70e-06, 1.67e-06, 1.33e-05, 9.05e-07, 1.69e-07, 2.27e-10] [5.40e-06, 4.56e-06, 4.55e-06, 1.95e-06, 3.05e-06, 1.14e-06, 5.00e-08, 9.35e-07, 1.97e-06, 1.70e-06, 1.67e-06, 1.33e-05, 9.05e-07, 1.69e-07, 2.27e-10] []
818000 [8.84e-06, 4.05e-06, 8.92e-06, 6.07e-06, 5.39e-06, 7.94e-06, 7.84e-09, 2.59e-06, 6.33e-06, 5.15e-06, 4.88e-06, 3.99e-05, 0.00e+00, 0.00e+00, 2.15e-11] [8.84e-06, 4.05e-06, 8.92e-06, 6.07e-06, 5.39e-06, 7.94e-06, 7.84e-09, 2.59e-06, 6.33e-06, 5.15e-06, 4.88e-06, 3.99e-05, 0.00e+00, 0.00e+00, 2.15e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.588793 s
Training model...
Step Train loss Test loss Test metric
818000 [8.84e-06, 4.05e-06, 8.92e-06, 6.07e-06, 5.39e-06, 7.94e-06, 7.84e-09, 2.59e-06, 6.33e-06, 5.15e-06, 4.88e-06, 3.99e-05, 0.00e+00, 0.00e+00, 2.15e-11] [8.84e-06, 4.05e-06, 8.92e-06, 6.07e-06, 5.39e-06, 7.94e-06, 7.84e-09, 2.59e-06, 6.33e-06, 5.15e-06, 4.88e-06, 3.99e-05, 0.00e+00, 0.00e+00, 2.15e-11] []
820000 [6.41e-07, 2.11e-06, 1.10e-06, 7.96e-07, 3.26e-07, 9.47e-09, 1.61e-08, 4.18e-08, 3.58e-07, 9.55e-07, 7.19e-07, 1.61e-06, 8.86e-08, 5.50e-10, 0.00e+00] [6.41e-07, 2.11e-06, 1.10e-06, 7.96e-07, 3.26e-07, 9.47e-09, 1.61e-08, 4.18e-08, 3.58e-07, 9.55e-07, 7.19e-07, 1.61e-06, 8.86e-08, 5.50e-10, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.955895 s
Training model...
Step Train loss Test loss Test metric
820000 [6.41e-07, 2.11e-06, 1.10e-06, 7.96e-07, 3.26e-07, 9.47e-09, 1.61e-08, 4.18e-08, 3.58e-07, 9.55e-07, 7.19e-07, 1.61e-06, 8.86e-08, 5.50e-10, 0.00e+00] [6.41e-07, 2.11e-06, 1.10e-06, 7.96e-07, 3.26e-07, 9.47e-09, 1.61e-08, 4.18e-08, 3.58e-07, 9.55e-07, 7.19e-07, 1.61e-06, 8.86e-08, 5.50e-10, 0.00e+00] []
822000 [1.46e-05, 4.24e-06, 1.55e-05, 9.41e-06, 7.96e-06, 5.48e-06, 1.02e-06, 6.92e-06, 8.41e-06, 1.04e-05, 5.40e-06, 6.29e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.46e-05, 4.24e-06, 1.55e-05, 9.41e-06, 7.96e-06, 5.48e-06, 1.02e-06, 6.92e-06, 8.41e-06, 1.04e-05, 5.40e-06, 6.29e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.782558 s
Training model...
Step Train loss Test loss Test metric
822000 [1.46e-05, 4.24e-06, 1.55e-05, 9.41e-06, 7.96e-06, 5.48e-06, 1.02e-06, 6.92e-06, 8.41e-06, 1.04e-05, 5.40e-06, 6.29e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.46e-05, 4.24e-06, 1.55e-05, 9.41e-06, 7.96e-06, 5.48e-06, 1.02e-06, 6.92e-06, 8.41e-06, 1.04e-05, 5.40e-06, 6.29e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
824000 [3.46e-05, 9.65e-06, 2.51e-05, 1.99e-05, 1.68e-05, 3.28e-05, 1.06e-05, 2.12e-05, 3.54e-05, 1.44e-05, 3.28e-05, 2.32e-04, 8.35e-06, 5.66e-06, 1.80e-07] [3.46e-05, 9.65e-06, 2.51e-05, 1.99e-05, 1.68e-05, 3.28e-05, 1.06e-05, 2.12e-05, 3.54e-05, 1.44e-05, 3.28e-05, 2.32e-04, 8.35e-06, 5.66e-06, 1.80e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.613020 s
Training model...
Step Train loss Test loss Test metric
824000 [3.46e-05, 9.65e-06, 2.51e-05, 1.99e-05, 1.68e-05, 3.28e-05, 1.06e-05, 2.12e-05, 3.54e-05, 1.44e-05, 3.28e-05, 2.32e-04, 8.35e-06, 5.66e-06, 1.80e-07] [3.46e-05, 9.65e-06, 2.51e-05, 1.99e-05, 1.68e-05, 3.28e-05, 1.06e-05, 2.12e-05, 3.54e-05, 1.44e-05, 3.28e-05, 2.32e-04, 8.35e-06, 5.66e-06, 1.80e-07] []
826000 [4.34e-05, 6.60e-06, 3.22e-05, 1.53e-05, 2.18e-05, 1.01e-05, 1.01e-06, 8.18e-06, 1.16e-05, 1.87e-05, 9.01e-06, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.34e-05, 6.60e-06, 3.22e-05, 1.53e-05, 2.18e-05, 1.01e-05, 1.01e-06, 8.18e-06, 1.16e-05, 1.87e-05, 9.01e-06, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.087737 s
Training model...
Step Train loss Test loss Test metric
826000 [4.34e-05, 6.60e-06, 3.22e-05, 1.53e-05, 2.18e-05, 1.01e-05, 1.01e-06, 8.18e-06, 1.16e-05, 1.87e-05, 9.01e-06, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.34e-05, 6.60e-06, 3.22e-05, 1.53e-05, 2.18e-05, 1.01e-05, 1.01e-06, 8.18e-06, 1.16e-05, 1.87e-05, 9.01e-06, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
828000 [2.72e-06, 1.39e-06, 3.22e-06, 5.68e-07, 1.20e-06, 1.63e-07, 2.42e-08, 3.14e-07, 7.44e-07, 1.36e-06, 7.88e-07, 2.72e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.72e-06, 1.39e-06, 3.22e-06, 5.68e-07, 1.20e-06, 1.63e-07, 2.42e-08, 3.14e-07, 7.44e-07, 1.36e-06, 7.88e-07, 2.72e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.327257 s
Training model...
Step Train loss Test loss Test metric
828000 [2.72e-06, 1.39e-06, 3.22e-06, 5.68e-07, 1.20e-06, 1.63e-07, 2.42e-08, 3.14e-07, 7.44e-07, 1.36e-06, 7.88e-07, 2.72e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.72e-06, 1.39e-06, 3.22e-06, 5.68e-07, 1.20e-06, 1.63e-07, 2.42e-08, 3.14e-07, 7.44e-07, 1.36e-06, 7.88e-07, 2.72e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
830000 [1.43e-05, 7.90e-06, 8.98e-06, 8.07e-06, 3.06e-06, 9.64e-06, 9.95e-07, 8.15e-06, 2.05e-05, 4.18e-06, 1.04e-05, 8.05e-05, 3.27e-06, 1.18e-06, 0.00e+00] [1.43e-05, 7.90e-06, 8.98e-06, 8.07e-06, 3.06e-06, 9.64e-06, 9.95e-07, 8.15e-06, 2.05e-05, 4.18e-06, 1.04e-05, 8.05e-05, 3.27e-06, 1.18e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.174846 s
Training model...
Step Train loss Test loss Test metric
830000 [1.43e-05, 7.90e-06, 8.98e-06, 8.07e-06, 3.06e-06, 9.64e-06, 9.95e-07, 8.15e-06, 2.05e-05, 4.18e-06, 1.04e-05, 8.05e-05, 3.27e-06, 1.18e-06, 0.00e+00] [1.43e-05, 7.90e-06, 8.98e-06, 8.07e-06, 3.06e-06, 9.64e-06, 9.95e-07, 8.15e-06, 2.05e-05, 4.18e-06, 1.04e-05, 8.05e-05, 3.27e-06, 1.18e-06, 0.00e+00] []
832000 [5.51e-06, 7.13e-06, 5.00e-06, 3.31e-06, 1.33e-06, 7.05e-07, 3.68e-06, 6.75e-07, 3.37e-06, 3.11e-06, 4.04e-06, 1.66e-05, 1.69e-06, 3.67e-08, 0.00e+00] [5.51e-06, 7.13e-06, 5.00e-06, 3.31e-06, 1.33e-06, 7.05e-07, 3.68e-06, 6.75e-07, 3.37e-06, 3.11e-06, 4.04e-06, 1.66e-05, 1.69e-06, 3.67e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.336023 s
Training model...
Step Train loss Test loss Test metric
832000 [5.51e-06, 7.13e-06, 5.00e-06, 3.31e-06, 1.33e-06, 7.05e-07, 3.68e-06, 6.75e-07, 3.37e-06, 3.11e-06, 4.04e-06, 1.66e-05, 1.69e-06, 3.67e-08, 0.00e+00] [5.51e-06, 7.13e-06, 5.00e-06, 3.31e-06, 1.33e-06, 7.05e-07, 3.68e-06, 6.75e-07, 3.37e-06, 3.11e-06, 4.04e-06, 1.66e-05, 1.69e-06, 3.67e-08, 0.00e+00] []
834000 [1.90e-06, 2.72e-06, 1.77e-06, 1.64e-06, 7.97e-07, 4.36e-07, 1.86e-08, 4.06e-07, 1.00e-06, 1.49e-06, 1.02e-06, 5.06e-06, 3.89e-07, 2.79e-08, 7.78e-11] [1.90e-06, 2.72e-06, 1.77e-06, 1.64e-06, 7.97e-07, 4.36e-07, 1.86e-08, 4.06e-07, 1.00e-06, 1.49e-06, 1.02e-06, 5.06e-06, 3.89e-07, 2.79e-08, 7.78e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.734568 s
Training model...
Step Train loss Test loss Test metric
834000 [1.90e-06, 2.72e-06, 1.77e-06, 1.64e-06, 7.97e-07, 4.36e-07, 1.86e-08, 4.06e-07, 1.00e-06, 1.49e-06, 1.02e-06, 5.06e-06, 3.89e-07, 2.79e-08, 7.78e-11] [1.90e-06, 2.72e-06, 1.77e-06, 1.64e-06, 7.97e-07, 4.36e-07, 1.86e-08, 4.06e-07, 1.00e-06, 1.49e-06, 1.02e-06, 5.06e-06, 3.89e-07, 2.79e-08, 7.78e-11] []
836000 [1.04e-05, 7.50e-06, 7.41e-06, 5.29e-06, 2.98e-06, 9.84e-06, 5.94e-07, 5.36e-06, 6.47e-06, 3.98e-06, 1.80e-05, 6.31e-05, 2.55e-06, 1.23e-06, 7.07e-09] [1.04e-05, 7.50e-06, 7.41e-06, 5.29e-06, 2.98e-06, 9.84e-06, 5.94e-07, 5.36e-06, 6.47e-06, 3.98e-06, 1.80e-05, 6.31e-05, 2.55e-06, 1.23e-06, 7.07e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.439545 s
Training model...
Step Train loss Test loss Test metric
836000 [1.04e-05, 7.50e-06, 7.41e-06, 5.29e-06, 2.98e-06, 9.84e-06, 5.94e-07, 5.36e-06, 6.47e-06, 3.98e-06, 1.80e-05, 6.31e-05, 2.55e-06, 1.23e-06, 7.07e-09] [1.04e-05, 7.50e-06, 7.41e-06, 5.29e-06, 2.98e-06, 9.84e-06, 5.94e-07, 5.36e-06, 6.47e-06, 3.98e-06, 1.80e-05, 6.31e-05, 2.55e-06, 1.23e-06, 7.07e-09] []
838000 [3.24e-05, 5.41e-06, 2.27e-05, 1.01e-05, 1.48e-05, 7.70e-06, 3.92e-06, 5.47e-06, 6.60e-06, 1.20e-05, 7.91e-06, 7.02e-05, 0.00e+00, 0.00e+00, 5.23e-08] [3.24e-05, 5.41e-06, 2.27e-05, 1.01e-05, 1.48e-05, 7.70e-06, 3.92e-06, 5.47e-06, 6.60e-06, 1.20e-05, 7.91e-06, 7.02e-05, 0.00e+00, 0.00e+00, 5.23e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.098011 s
Training model...
Step Train loss Test loss Test metric
838000 [3.24e-05, 5.41e-06, 2.27e-05, 1.01e-05, 1.48e-05, 7.70e-06, 3.92e-06, 5.47e-06, 6.60e-06, 1.20e-05, 7.91e-06, 7.02e-05, 0.00e+00, 0.00e+00, 5.23e-08] [3.24e-05, 5.41e-06, 2.27e-05, 1.01e-05, 1.48e-05, 7.70e-06, 3.92e-06, 5.47e-06, 6.60e-06, 1.20e-05, 7.91e-06, 7.02e-05, 0.00e+00, 0.00e+00, 5.23e-08] []
840000 [1.36e-05, 2.34e-06, 1.24e-05, 5.04e-06, 6.56e-06, 1.99e-06, 1.45e-06, 2.55e-06, 4.77e-06, 4.87e-06, 2.07e-06, 2.75e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.36e-05, 2.34e-06, 1.24e-05, 5.04e-06, 6.56e-06, 1.99e-06, 1.45e-06, 2.55e-06, 4.77e-06, 4.87e-06, 2.07e-06, 2.75e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.222756 s
Training model...
Step Train loss Test loss Test metric
840000 [1.36e-05, 2.34e-06, 1.24e-05, 5.04e-06, 6.56e-06, 1.99e-06, 1.45e-06, 2.55e-06, 4.77e-06, 4.87e-06, 2.07e-06, 2.75e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.36e-05, 2.34e-06, 1.24e-05, 5.04e-06, 6.56e-06, 1.99e-06, 1.45e-06, 2.55e-06, 4.77e-06, 4.87e-06, 2.07e-06, 2.75e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
842000 [2.84e-06, 5.15e-06, 6.35e-06, 3.23e-06, 1.48e-06, 3.42e-06, 5.79e-06, 2.80e-06, 3.75e-06, 1.31e-05, 9.13e-06, 6.34e-05, 0.00e+00, 0.00e+00, 8.87e-08] [2.84e-06, 5.15e-06, 6.35e-06, 3.23e-06, 1.48e-06, 3.42e-06, 5.79e-06, 2.80e-06, 3.75e-06, 1.31e-05, 9.13e-06, 6.34e-05, 0.00e+00, 0.00e+00, 8.87e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.676664 s
Training model...
Step Train loss Test loss Test metric
842000 [2.84e-06, 5.15e-06, 6.35e-06, 3.23e-06, 1.48e-06, 3.42e-06, 5.79e-06, 2.80e-06, 3.75e-06, 1.31e-05, 9.13e-06, 6.34e-05, 0.00e+00, 0.00e+00, 8.87e-08] [2.84e-06, 5.15e-06, 6.35e-06, 3.23e-06, 1.48e-06, 3.42e-06, 5.79e-06, 2.80e-06, 3.75e-06, 1.31e-05, 9.13e-06, 6.34e-05, 0.00e+00, 0.00e+00, 8.87e-08] []
844000 [5.26e-06, 5.90e-06, 7.93e-06, 2.33e-06, 4.50e-06, 5.28e-06, 3.43e-05, 6.93e-07, 3.38e-06, 1.36e-05, 3.91e-06, 1.58e-05, 0.00e+00, 0.00e+00, 1.68e-06] [5.26e-06, 5.90e-06, 7.93e-06, 2.33e-06, 4.50e-06, 5.28e-06, 3.43e-05, 6.93e-07, 3.38e-06, 1.36e-05, 3.91e-06, 1.58e-05, 0.00e+00, 0.00e+00, 1.68e-06] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.372675 s
Training model...
Step Train loss Test loss Test metric
844000 [5.26e-06, 5.90e-06, 7.93e-06, 2.33e-06, 4.50e-06, 5.28e-06, 3.43e-05, 6.93e-07, 3.38e-06, 1.36e-05, 3.91e-06, 1.58e-05, 0.00e+00, 0.00e+00, 1.68e-06] [5.26e-06, 5.90e-06, 7.93e-06, 2.33e-06, 4.50e-06, 5.28e-06, 3.43e-05, 6.93e-07, 3.38e-06, 1.36e-05, 3.91e-06, 1.58e-05, 0.00e+00, 0.00e+00, 1.68e-06] []
846000 [1.03e-06, 2.77e-06, 2.43e-06, 6.85e-07, 4.44e-07, 5.82e-08, 1.31e-09, 5.94e-07, 4.52e-07, 2.03e-06, 6.71e-07, 2.85e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.03e-06, 2.77e-06, 2.43e-06, 6.85e-07, 4.44e-07, 5.82e-08, 1.31e-09, 5.94e-07, 4.52e-07, 2.03e-06, 6.71e-07, 2.85e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.635956 s
Training model...
Step Train loss Test loss Test metric
846000 [1.03e-06, 2.77e-06, 2.43e-06, 6.85e-07, 4.44e-07, 5.82e-08, 1.31e-09, 5.94e-07, 4.52e-07, 2.03e-06, 6.71e-07, 2.85e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.03e-06, 2.77e-06, 2.43e-06, 6.85e-07, 4.44e-07, 5.82e-08, 1.31e-09, 5.94e-07, 4.52e-07, 2.03e-06, 6.71e-07, 2.85e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
848000 [8.41e-06, 4.51e-06, 1.05e-05, 3.99e-06, 7.63e-06, 3.52e-06, 1.25e-06, 8.90e-06, 8.30e-06, 1.56e-05, 4.70e-06, 6.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.41e-06, 4.51e-06, 1.05e-05, 3.99e-06, 7.63e-06, 3.52e-06, 1.25e-06, 8.90e-06, 8.30e-06, 1.56e-05, 4.70e-06, 6.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.252966 s
Training model...
Step Train loss Test loss Test metric
848000 [8.41e-06, 4.51e-06, 1.05e-05, 3.99e-06, 7.63e-06, 3.52e-06, 1.25e-06, 8.90e-06, 8.30e-06, 1.56e-05, 4.70e-06, 6.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.41e-06, 4.51e-06, 1.05e-05, 3.99e-06, 7.63e-06, 3.52e-06, 1.25e-06, 8.90e-06, 8.30e-06, 1.56e-05, 4.70e-06, 6.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
850000 [1.16e-05, 2.70e-06, 1.15e-05, 4.83e-06, 5.53e-06, 3.76e-06, 5.95e-07, 2.83e-06, 5.66e-06, 7.12e-06, 4.81e-06, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.16e-05, 2.70e-06, 1.15e-05, 4.83e-06, 5.53e-06, 3.76e-06, 5.95e-07, 2.83e-06, 5.66e-06, 7.12e-06, 4.81e-06, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.283937 s
Training model...
Step Train loss Test loss Test metric
850000 [1.16e-05, 2.70e-06, 1.15e-05, 4.83e-06, 5.53e-06, 3.76e-06, 5.95e-07, 2.83e-06, 5.66e-06, 7.12e-06, 4.81e-06, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.16e-05, 2.70e-06, 1.15e-05, 4.83e-06, 5.53e-06, 3.76e-06, 5.95e-07, 2.83e-06, 5.66e-06, 7.12e-06, 4.81e-06, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
852000 [3.29e-06, 6.20e-06, 4.50e-06, 2.12e-06, 8.74e-07, 2.12e-06, 2.14e-05, 1.68e-06, 4.45e-06, 2.52e-06, 3.23e-06, 1.45e-05, 8.93e-07, 2.33e-07, 0.00e+00] [3.29e-06, 6.20e-06, 4.50e-06, 2.12e-06, 8.74e-07, 2.12e-06, 2.14e-05, 1.68e-06, 4.45e-06, 2.52e-06, 3.23e-06, 1.45e-05, 8.93e-07, 2.33e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.090438 s
Training model...
Step Train loss Test loss Test metric
852000 [3.29e-06, 6.20e-06, 4.50e-06, 2.12e-06, 8.74e-07, 2.12e-06, 2.14e-05, 1.68e-06, 4.45e-06, 2.52e-06, 3.23e-06, 1.45e-05, 8.93e-07, 2.33e-07, 0.00e+00] [3.29e-06, 6.20e-06, 4.50e-06, 2.12e-06, 8.74e-07, 2.12e-06, 2.14e-05, 1.68e-06, 4.45e-06, 2.52e-06, 3.23e-06, 1.45e-05, 8.93e-07, 2.33e-07, 0.00e+00] []
854000 [3.46e-07, 2.00e-06, 1.23e-06, 3.02e-07, 2.92e-09, 1.09e-09, 9.88e-10, 1.09e-09, 2.10e-07, 1.09e-06, 6.93e-07, 1.83e-08, 7.99e-12, 8.78e-11, 1.30e-11] [3.46e-07, 2.00e-06, 1.23e-06, 3.02e-07, 2.92e-09, 1.09e-09, 9.88e-10, 1.09e-09, 2.10e-07, 1.09e-06, 6.93e-07, 1.83e-08, 7.99e-12, 8.78e-11, 1.30e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.120622 s
Training model...
Step Train loss Test loss Test metric
854000 [3.46e-07, 2.00e-06, 1.23e-06, 3.02e-07, 2.92e-09, 1.09e-09, 9.88e-10, 1.09e-09, 2.10e-07, 1.09e-06, 6.93e-07, 1.83e-08, 7.99e-12, 8.78e-11, 1.30e-11] [3.46e-07, 2.00e-06, 1.23e-06, 3.02e-07, 2.92e-09, 1.09e-09, 9.88e-10, 1.09e-09, 2.10e-07, 1.09e-06, 6.93e-07, 1.83e-08, 7.99e-12, 8.78e-11, 1.30e-11] []
856000 [9.65e-06, 1.81e-06, 8.85e-06, 3.30e-06, 4.51e-06, 2.01e-06, 5.99e-06, 1.53e-06, 1.65e-06, 3.94e-06, 1.82e-06, 1.58e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.65e-06, 1.81e-06, 8.85e-06, 3.30e-06, 4.51e-06, 2.01e-06, 5.99e-06, 1.53e-06, 1.65e-06, 3.94e-06, 1.82e-06, 1.58e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.780111 s
Training model...
Step Train loss Test loss Test metric
856000 [9.65e-06, 1.81e-06, 8.85e-06, 3.30e-06, 4.51e-06, 2.01e-06, 5.99e-06, 1.53e-06, 1.65e-06, 3.94e-06, 1.82e-06, 1.58e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.65e-06, 1.81e-06, 8.85e-06, 3.30e-06, 4.51e-06, 2.01e-06, 5.99e-06, 1.53e-06, 1.65e-06, 3.94e-06, 1.82e-06, 1.58e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
858000 [6.44e-05, 1.38e-05, 4.23e-05, 2.98e-05, 3.49e-05, 2.34e-05, 1.03e-05, 2.89e-05, 3.92e-05, 2.57e-05, 2.28e-05, 2.46e-04, 1.49e-05, 4.65e-06, 2.03e-07] [6.44e-05, 1.38e-05, 4.23e-05, 2.98e-05, 3.49e-05, 2.34e-05, 1.03e-05, 2.89e-05, 3.92e-05, 2.57e-05, 2.28e-05, 2.46e-04, 1.49e-05, 4.65e-06, 2.03e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.031137 s
Training model...
Step Train loss Test loss Test metric
858000 [6.44e-05, 1.38e-05, 4.23e-05, 2.98e-05, 3.49e-05, 2.34e-05, 1.03e-05, 2.89e-05, 3.92e-05, 2.57e-05, 2.28e-05, 2.46e-04, 1.49e-05, 4.65e-06, 2.03e-07] [6.44e-05, 1.38e-05, 4.23e-05, 2.98e-05, 3.49e-05, 2.34e-05, 1.03e-05, 2.89e-05, 3.92e-05, 2.57e-05, 2.28e-05, 2.46e-04, 1.49e-05, 4.65e-06, 2.03e-07] []
860000 [2.54e-07, 1.53e-06, 9.62e-07, 2.16e-07, 1.71e-10, 8.12e-10, 3.51e-09, 5.60e-11, 1.55e-07, 8.02e-07, 5.80e-07, 2.41e-08, 3.91e-12, 6.44e-11, 0.00e+00] [2.54e-07, 1.53e-06, 9.62e-07, 2.16e-07, 1.71e-10, 8.12e-10, 3.51e-09, 5.60e-11, 1.55e-07, 8.02e-07, 5.80e-07, 2.41e-08, 3.91e-12, 6.44e-11, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.230973 s
Training model...
Step Train loss Test loss Test metric
860000 [2.54e-07, 1.53e-06, 9.62e-07, 2.16e-07, 1.71e-10, 8.12e-10, 3.51e-09, 5.60e-11, 1.55e-07, 8.02e-07, 5.80e-07, 2.41e-08, 3.91e-12, 6.44e-11, 0.00e+00] [2.54e-07, 1.53e-06, 9.62e-07, 2.16e-07, 1.71e-10, 8.12e-10, 3.51e-09, 5.60e-11, 1.55e-07, 8.02e-07, 5.80e-07, 2.41e-08, 3.91e-12, 6.44e-11, 0.00e+00] []
862000 [1.84e-06, 2.62e-06, 1.29e-06, 1.12e-06, 1.07e-06, 5.17e-07, 5.24e-07, 6.78e-07, 9.84e-07, 1.14e-06, 8.46e-07, 4.38e-06, 1.82e-07, 5.47e-08, 4.02e-09] [1.84e-06, 2.62e-06, 1.29e-06, 1.12e-06, 1.07e-06, 5.17e-07, 5.24e-07, 6.78e-07, 9.84e-07, 1.14e-06, 8.46e-07, 4.38e-06, 1.82e-07, 5.47e-08, 4.02e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.906601 s
Training model...
Step Train loss Test loss Test metric
862000 [1.84e-06, 2.62e-06, 1.29e-06, 1.12e-06, 1.07e-06, 5.17e-07, 5.24e-07, 6.78e-07, 9.84e-07, 1.14e-06, 8.46e-07, 4.38e-06, 1.82e-07, 5.47e-08, 4.02e-09] [1.84e-06, 2.62e-06, 1.29e-06, 1.12e-06, 1.07e-06, 5.17e-07, 5.24e-07, 6.78e-07, 9.84e-07, 1.14e-06, 8.46e-07, 4.38e-06, 1.82e-07, 5.47e-08, 4.02e-09] []
864000 [8.46e-06, 2.63e-06, 8.84e-06, 5.34e-06, 5.11e-06, 2.13e-06, 2.83e-06, 4.27e-06, 5.02e-06, 5.17e-06, 3.53e-06, 2.72e-05, 0.00e+00, 0.00e+00, 3.19e-08] [8.46e-06, 2.63e-06, 8.84e-06, 5.34e-06, 5.11e-06, 2.13e-06, 2.83e-06, 4.27e-06, 5.02e-06, 5.17e-06, 3.53e-06, 2.72e-05, 0.00e+00, 0.00e+00, 3.19e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.653473 s
Training model...
Step Train loss Test loss Test metric
864000 [8.46e-06, 2.63e-06, 8.84e-06, 5.34e-06, 5.11e-06, 2.13e-06, 2.83e-06, 4.27e-06, 5.02e-06, 5.17e-06, 3.53e-06, 2.72e-05, 0.00e+00, 0.00e+00, 3.19e-08] [8.46e-06, 2.63e-06, 8.84e-06, 5.34e-06, 5.11e-06, 2.13e-06, 2.83e-06, 4.27e-06, 5.02e-06, 5.17e-06, 3.53e-06, 2.72e-05, 0.00e+00, 0.00e+00, 3.19e-08] []
866000 [7.43e-07, 1.70e-06, 1.77e-06, 1.89e-07, 2.45e-07, 2.31e-07, 4.85e-08, 2.24e-07, 2.94e-07, 6.39e-07, 9.86e-07, 9.70e-07, 0.00e+00, 0.00e+00, 0.00e+00] [7.43e-07, 1.70e-06, 1.77e-06, 1.89e-07, 2.45e-07, 2.31e-07, 4.85e-08, 2.24e-07, 2.94e-07, 6.39e-07, 9.86e-07, 9.70e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.565967 s
Training model...
Step Train loss Test loss Test metric
866000 [7.43e-07, 1.70e-06, 1.77e-06, 1.89e-07, 2.45e-07, 2.31e-07, 4.85e-08, 2.24e-07, 2.94e-07, 6.39e-07, 9.86e-07, 9.70e-07, 0.00e+00, 0.00e+00, 0.00e+00] [7.43e-07, 1.70e-06, 1.77e-06, 1.89e-07, 2.45e-07, 2.31e-07, 4.85e-08, 2.24e-07, 2.94e-07, 6.39e-07, 9.86e-07, 9.70e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
868000 [5.96e-06, 5.14e-06, 3.29e-06, 2.37e-06, 2.58e-06, 2.19e-06, 5.64e-06, 1.36e-06, 2.87e-06, 1.43e-06, 1.89e-06, 1.14e-05, 7.76e-07, 2.31e-07, 0.00e+00] [5.96e-06, 5.14e-06, 3.29e-06, 2.37e-06, 2.58e-06, 2.19e-06, 5.64e-06, 1.36e-06, 2.87e-06, 1.43e-06, 1.89e-06, 1.14e-05, 7.76e-07, 2.31e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.114109 s
Training model...
Step Train loss Test loss Test metric
868000 [5.96e-06, 5.14e-06, 3.29e-06, 2.37e-06, 2.58e-06, 2.19e-06, 5.64e-06, 1.36e-06, 2.87e-06, 1.43e-06, 1.89e-06, 1.14e-05, 7.76e-07, 2.31e-07, 0.00e+00] [5.96e-06, 5.14e-06, 3.29e-06, 2.37e-06, 2.58e-06, 2.19e-06, 5.64e-06, 1.36e-06, 2.87e-06, 1.43e-06, 1.89e-06, 1.14e-05, 7.76e-07, 2.31e-07, 0.00e+00] []
870000 [9.68e-06, 1.78e-06, 8.41e-06, 3.36e-06, 4.71e-06, 1.16e-06, 6.22e-07, 1.14e-06, 1.24e-06, 3.24e-06, 1.84e-06, 1.36e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.68e-06, 1.78e-06, 8.41e-06, 3.36e-06, 4.71e-06, 1.16e-06, 6.22e-07, 1.14e-06, 1.24e-06, 3.24e-06, 1.84e-06, 1.36e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.460050 s
Training model...
Step Train loss Test loss Test metric
870000 [9.68e-06, 1.78e-06, 8.41e-06, 3.36e-06, 4.71e-06, 1.16e-06, 6.22e-07, 1.14e-06, 1.24e-06, 3.24e-06, 1.84e-06, 1.36e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.68e-06, 1.78e-06, 8.41e-06, 3.36e-06, 4.71e-06, 1.16e-06, 6.22e-07, 1.14e-06, 1.24e-06, 3.24e-06, 1.84e-06, 1.36e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
872000 [7.26e-06, 3.84e-06, 1.02e-05, 5.23e-06, 4.12e-06, 2.88e-06, 3.49e-06, 1.51e-06, 3.23e-06, 1.08e-05, 3.25e-06, 4.04e-05, 0.00e+00, 0.00e+00, 4.06e-08] [7.26e-06, 3.84e-06, 1.02e-05, 5.23e-06, 4.12e-06, 2.88e-06, 3.49e-06, 1.51e-06, 3.23e-06, 1.08e-05, 3.25e-06, 4.04e-05, 0.00e+00, 0.00e+00, 4.06e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.925629 s
Training model...
Step Train loss Test loss Test metric
872000 [7.26e-06, 3.84e-06, 1.02e-05, 5.23e-06, 4.12e-06, 2.88e-06, 3.49e-06, 1.51e-06, 3.23e-06, 1.08e-05, 3.25e-06, 4.04e-05, 0.00e+00, 0.00e+00, 4.06e-08] [7.26e-06, 3.84e-06, 1.02e-05, 5.23e-06, 4.12e-06, 2.88e-06, 3.49e-06, 1.51e-06, 3.23e-06, 1.08e-05, 3.25e-06, 4.04e-05, 0.00e+00, 0.00e+00, 4.06e-08] []
874000 [4.98e-06, 3.31e-06, 3.08e-06, 3.85e-06, 2.68e-06, 1.73e-06, 1.58e-07, 1.93e-07, 1.77e-06, 1.87e-06, 5.87e-06, 1.16e-07, 5.68e-07, 0.00e+00, 0.00e+00] [4.98e-06, 3.31e-06, 3.08e-06, 3.85e-06, 2.68e-06, 1.73e-06, 1.58e-07, 1.93e-07, 1.77e-06, 1.87e-06, 5.87e-06, 1.16e-07, 5.68e-07, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.012253 s
Training model...
Step Train loss Test loss Test metric
874000 [4.98e-06, 3.31e-06, 3.08e-06, 3.85e-06, 2.68e-06, 1.73e-06, 1.58e-07, 1.93e-07, 1.77e-06, 1.87e-06, 5.87e-06, 1.16e-07, 5.68e-07, 0.00e+00, 0.00e+00] [4.98e-06, 3.31e-06, 3.08e-06, 3.85e-06, 2.68e-06, 1.73e-06, 1.58e-07, 1.93e-07, 1.77e-06, 1.87e-06, 5.87e-06, 1.16e-07, 5.68e-07, 0.00e+00, 0.00e+00] []
876000 [5.47e-06, 3.89e-06, 3.03e-06, 2.90e-06, 2.54e-06, 2.47e-06, 2.94e-07, 1.69e-06, 7.63e-07, 1.99e-06, 1.10e-06, 8.88e-06, 7.03e-07, 3.65e-07, 0.00e+00] [5.47e-06, 3.89e-06, 3.03e-06, 2.90e-06, 2.54e-06, 2.47e-06, 2.94e-07, 1.69e-06, 7.63e-07, 1.99e-06, 1.10e-06, 8.88e-06, 7.03e-07, 3.65e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.523439 s
Training model...
Step Train loss Test loss Test metric
876000 [5.47e-06, 3.89e-06, 3.03e-06, 2.90e-06, 2.54e-06, 2.47e-06, 2.94e-07, 1.69e-06, 7.63e-07, 1.99e-06, 1.10e-06, 8.88e-06, 7.03e-07, 3.65e-07, 0.00e+00] [5.47e-06, 3.89e-06, 3.03e-06, 2.90e-06, 2.54e-06, 2.47e-06, 2.94e-07, 1.69e-06, 7.63e-07, 1.99e-06, 1.10e-06, 8.88e-06, 7.03e-07, 3.65e-07, 0.00e+00] []
878000 [4.41e-06, 5.54e-06, 8.68e-06, 4.14e-06, 3.19e-06, 1.60e-06, 6.23e-06, 2.69e-06, 7.74e-06, 1.67e-05, 7.78e-06, 7.45e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.41e-06, 5.54e-06, 8.68e-06, 4.14e-06, 3.19e-06, 1.60e-06, 6.23e-06, 2.69e-06, 7.74e-06, 1.67e-05, 7.78e-06, 7.45e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.910244 s
Training model...
Step Train loss Test loss Test metric
878000 [4.41e-06, 5.54e-06, 8.68e-06, 4.14e-06, 3.19e-06, 1.60e-06, 6.23e-06, 2.69e-06, 7.74e-06, 1.67e-05, 7.78e-06, 7.45e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.41e-06, 5.54e-06, 8.68e-06, 4.14e-06, 3.19e-06, 1.60e-06, 6.23e-06, 2.69e-06, 7.74e-06, 1.67e-05, 7.78e-06, 7.45e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
880000 [9.33e-06, 2.48e-06, 9.88e-06, 3.18e-06, 4.06e-06, 1.59e-06, 2.32e-07, 1.69e-06, 1.93e-06, 5.37e-06, 2.29e-06, 2.02e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.33e-06, 2.48e-06, 9.88e-06, 3.18e-06, 4.06e-06, 1.59e-06, 2.32e-07, 1.69e-06, 1.93e-06, 5.37e-06, 2.29e-06, 2.02e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.569920 s
Training model...
Step Train loss Test loss Test metric
880000 [9.33e-06, 2.48e-06, 9.88e-06, 3.18e-06, 4.06e-06, 1.59e-06, 2.32e-07, 1.69e-06, 1.93e-06, 5.37e-06, 2.29e-06, 2.02e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.33e-06, 2.48e-06, 9.88e-06, 3.18e-06, 4.06e-06, 1.59e-06, 2.32e-07, 1.69e-06, 1.93e-06, 5.37e-06, 2.29e-06, 2.02e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
882000 [2.46e-06, 2.69e-06, 4.79e-06, 1.68e-06, 1.32e-06, 9.81e-07, 3.66e-07, 7.46e-07, 4.16e-07, 2.69e-06, 1.88e-06, 9.51e-06, 0.00e+00, 0.00e+00, 2.55e-09] [2.46e-06, 2.69e-06, 4.79e-06, 1.68e-06, 1.32e-06, 9.81e-07, 3.66e-07, 7.46e-07, 4.16e-07, 2.69e-06, 1.88e-06, 9.51e-06, 0.00e+00, 0.00e+00, 2.55e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.637196 s
Training model...
Step Train loss Test loss Test metric
882000 [2.46e-06, 2.69e-06, 4.79e-06, 1.68e-06, 1.32e-06, 9.81e-07, 3.66e-07, 7.46e-07, 4.16e-07, 2.69e-06, 1.88e-06, 9.51e-06, 0.00e+00, 0.00e+00, 2.55e-09] [2.46e-06, 2.69e-06, 4.79e-06, 1.68e-06, 1.32e-06, 9.81e-07, 3.66e-07, 7.46e-07, 4.16e-07, 2.69e-06, 1.88e-06, 9.51e-06, 0.00e+00, 0.00e+00, 2.55e-09] []
884000 [4.32e-07, 2.51e-06, 1.57e-06, 6.52e-07, 1.08e-08, 7.52e-10, 1.18e-08, 4.47e-09, 1.94e-07, 8.58e-07, 7.12e-07, 4.91e-08, 7.66e-11, 9.60e-09, 0.00e+00] [4.32e-07, 2.51e-06, 1.57e-06, 6.52e-07, 1.08e-08, 7.52e-10, 1.18e-08, 4.47e-09, 1.94e-07, 8.58e-07, 7.12e-07, 4.91e-08, 7.66e-11, 9.60e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.722233 s
Training model...
Step Train loss Test loss Test metric
884000 [4.32e-07, 2.51e-06, 1.57e-06, 6.52e-07, 1.08e-08, 7.52e-10, 1.18e-08, 4.47e-09, 1.94e-07, 8.58e-07, 7.12e-07, 4.91e-08, 7.66e-11, 9.60e-09, 0.00e+00] [4.32e-07, 2.51e-06, 1.57e-06, 6.52e-07, 1.08e-08, 7.52e-10, 1.18e-08, 4.47e-09, 1.94e-07, 8.58e-07, 7.12e-07, 4.91e-08, 7.66e-11, 9.60e-09, 0.00e+00] []
886000 [5.88e-06, 2.77e-06, 8.20e-06, 2.37e-06, 2.89e-06, 1.39e-06, 1.19e-06, 2.49e-06, 4.45e-06, 6.96e-06, 2.08e-06, 2.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.88e-06, 2.77e-06, 8.20e-06, 2.37e-06, 2.89e-06, 1.39e-06, 1.19e-06, 2.49e-06, 4.45e-06, 6.96e-06, 2.08e-06, 2.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.437851 s
Training model...
Step Train loss Test loss Test metric
886000 [5.88e-06, 2.77e-06, 8.20e-06, 2.37e-06, 2.89e-06, 1.39e-06, 1.19e-06, 2.49e-06, 4.45e-06, 6.96e-06, 2.08e-06, 2.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.88e-06, 2.77e-06, 8.20e-06, 2.37e-06, 2.89e-06, 1.39e-06, 1.19e-06, 2.49e-06, 4.45e-06, 6.96e-06, 2.08e-06, 2.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
888000 [7.00e-05, 1.50e-05, 4.79e-05, 3.29e-05, 3.84e-05, 1.97e-05, 1.45e-05, 2.14e-05, 3.23e-05, 2.95e-05, 1.74e-05, 2.24e-04, 1.64e-05, 3.46e-06, 3.90e-07] [7.00e-05, 1.50e-05, 4.79e-05, 3.29e-05, 3.84e-05, 1.97e-05, 1.45e-05, 2.14e-05, 3.23e-05, 2.95e-05, 1.74e-05, 2.24e-04, 1.64e-05, 3.46e-06, 3.90e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.460786 s
Training model...
Step Train loss Test loss Test metric
888000 [7.00e-05, 1.50e-05, 4.79e-05, 3.29e-05, 3.84e-05, 1.97e-05, 1.45e-05, 2.14e-05, 3.23e-05, 2.95e-05, 1.74e-05, 2.24e-04, 1.64e-05, 3.46e-06, 3.90e-07] [7.00e-05, 1.50e-05, 4.79e-05, 3.29e-05, 3.84e-05, 1.97e-05, 1.45e-05, 2.14e-05, 3.23e-05, 2.95e-05, 1.74e-05, 2.24e-04, 1.64e-05, 3.46e-06, 3.90e-07] []
890000 [9.00e-06, 2.07e-06, 8.40e-06, 2.88e-06, 4.58e-06, 2.68e-06, 9.17e-09, 1.24e-06, 2.01e-06, 3.64e-06, 3.18e-06, 2.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.00e-06, 2.07e-06, 8.40e-06, 2.88e-06, 4.58e-06, 2.68e-06, 9.17e-09, 1.24e-06, 2.01e-06, 3.64e-06, 3.18e-06, 2.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.573221 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
890000 [9.00e-06, 2.07e-06, 8.40e-06, 2.88e-06, 4.58e-06, 2.68e-06, 9.17e-09, 1.24e-06, 2.01e-06, 3.64e-06, 3.18e-06, 2.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.00e-06, 2.07e-06, 8.40e-06, 2.88e-06, 4.58e-06, 2.68e-06, 9.17e-09, 1.24e-06, 2.01e-06, 3.64e-06, 3.18e-06, 2.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
892000 [4.90e-06, 3.71e-06, 7.48e-06, 2.01e-06, 3.44e-06, 1.99e-06, 1.51e-06, 4.45e-06, 6.65e-06, 6.63e-06, 4.14e-06, 2.47e-05, 0.00e+00, 0.00e+00, 2.28e-08] [4.90e-06, 3.71e-06, 7.48e-06, 2.01e-06, 3.44e-06, 1.99e-06, 1.51e-06, 4.45e-06, 6.65e-06, 6.63e-06, 4.14e-06, 2.47e-05, 0.00e+00, 0.00e+00, 2.28e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.740535 s
Training model...
Step Train loss Test loss Test metric
892000 [4.90e-06, 3.71e-06, 7.48e-06, 2.01e-06, 3.44e-06, 1.99e-06, 1.51e-06, 4.45e-06, 6.65e-06, 6.63e-06, 4.14e-06, 2.47e-05, 0.00e+00, 0.00e+00, 2.28e-08] [4.90e-06, 3.71e-06, 7.48e-06, 2.01e-06, 3.44e-06, 1.99e-06, 1.51e-06, 4.45e-06, 6.65e-06, 6.63e-06, 4.14e-06, 2.47e-05, 0.00e+00, 0.00e+00, 2.28e-08] []
894000 [1.36e-05, 2.16e-06, 1.14e-05, 3.63e-06, 5.64e-06, 1.97e-06, 5.81e-09, 1.88e-06, 2.20e-06, 4.27e-06, 1.76e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.36e-05, 2.16e-06, 1.14e-05, 3.63e-06, 5.64e-06, 1.97e-06, 5.81e-09, 1.88e-06, 2.20e-06, 4.27e-06, 1.76e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.511251 s
Training model...
Step Train loss Test loss Test metric
894000 [1.36e-05, 2.16e-06, 1.14e-05, 3.63e-06, 5.64e-06, 1.97e-06, 5.81e-09, 1.88e-06, 2.20e-06, 4.27e-06, 1.76e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.36e-05, 2.16e-06, 1.14e-05, 3.63e-06, 5.64e-06, 1.97e-06, 5.81e-09, 1.88e-06, 2.20e-06, 4.27e-06, 1.76e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
896000 [2.03e-05, 1.71e-05, 1.78e-05, 2.27e-06, 5.54e-06, 2.32e-05, 1.29e-05, 8.99e-06, 1.38e-05, 6.13e-06, 4.71e-05, 1.10e-04, 2.44e-06, 4.37e-06, 0.00e+00] [2.03e-05, 1.71e-05, 1.78e-05, 2.27e-06, 5.54e-06, 2.32e-05, 1.29e-05, 8.99e-06, 1.38e-05, 6.13e-06, 4.71e-05, 1.10e-04, 2.44e-06, 4.37e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.326900 s
Training model...
Step Train loss Test loss Test metric
896000 [2.03e-05, 1.71e-05, 1.78e-05, 2.27e-06, 5.54e-06, 2.32e-05, 1.29e-05, 8.99e-06, 1.38e-05, 6.13e-06, 4.71e-05, 1.10e-04, 2.44e-06, 4.37e-06, 0.00e+00] [2.03e-05, 1.71e-05, 1.78e-05, 2.27e-06, 5.54e-06, 2.32e-05, 1.29e-05, 8.99e-06, 1.38e-05, 6.13e-06, 4.71e-05, 1.10e-04, 2.44e-06, 4.37e-06, 0.00e+00] []
898000 [4.77e-06, 8.56e-06, 4.07e-06, 2.67e-06, 5.73e-07, 4.10e-08, 3.57e-06, 4.23e-08, 2.76e-06, 8.56e-06, 3.66e-06, 1.52e-05, 0.00e+00, 0.00e+00, 2.81e-08] [4.77e-06, 8.56e-06, 4.07e-06, 2.67e-06, 5.73e-07, 4.10e-08, 3.57e-06, 4.23e-08, 2.76e-06, 8.56e-06, 3.66e-06, 1.52e-05, 0.00e+00, 0.00e+00, 2.81e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.698946 s
Training model...
Step Train loss Test loss Test metric
898000 [4.77e-06, 8.56e-06, 4.07e-06, 2.67e-06, 5.73e-07, 4.10e-08, 3.57e-06, 4.23e-08, 2.76e-06, 8.56e-06, 3.66e-06, 1.52e-05, 0.00e+00, 0.00e+00, 2.81e-08] [4.77e-06, 8.56e-06, 4.07e-06, 2.67e-06, 5.73e-07, 4.10e-08, 3.57e-06, 4.23e-08, 2.76e-06, 8.56e-06, 3.66e-06, 1.52e-05, 0.00e+00, 0.00e+00, 2.81e-08] []
900000 [1.13e-05, 3.96e-06, 1.45e-05, 5.93e-06, 7.49e-06, 1.42e-05, 8.43e-09, 1.17e-05, 1.61e-05, 1.98e-05, 1.41e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.13e-05, 3.96e-06, 1.45e-05, 5.93e-06, 7.49e-06, 1.42e-05, 8.43e-09, 1.17e-05, 1.61e-05, 1.98e-05, 1.41e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.561128 s
Training model...
Step Train loss Test loss Test metric
900000 [1.13e-05, 3.96e-06, 1.45e-05, 5.93e-06, 7.49e-06, 1.42e-05, 8.43e-09, 1.17e-05, 1.61e-05, 1.98e-05, 1.41e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.13e-05, 3.96e-06, 1.45e-05, 5.93e-06, 7.49e-06, 1.42e-05, 8.43e-09, 1.17e-05, 1.61e-05, 1.98e-05, 1.41e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
902000 [2.14e-05, 8.72e-06, 1.35e-05, 1.28e-05, 6.41e-06, 2.29e-05, 5.01e-05, 1.72e-05, 3.24e-05, 6.25e-06, 1.69e-05, 1.29e-04, 4.20e-06, 3.80e-06, 0.00e+00] [2.14e-05, 8.72e-06, 1.35e-05, 1.28e-05, 6.41e-06, 2.29e-05, 5.01e-05, 1.72e-05, 3.24e-05, 6.25e-06, 1.69e-05, 1.29e-04, 4.20e-06, 3.80e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.686928 s
Training model...
Step Train loss Test loss Test metric
902000 [2.14e-05, 8.72e-06, 1.35e-05, 1.28e-05, 6.41e-06, 2.29e-05, 5.01e-05, 1.72e-05, 3.24e-05, 6.25e-06, 1.69e-05, 1.29e-04, 4.20e-06, 3.80e-06, 0.00e+00] [2.14e-05, 8.72e-06, 1.35e-05, 1.28e-05, 6.41e-06, 2.29e-05, 5.01e-05, 1.72e-05, 3.24e-05, 6.25e-06, 1.69e-05, 1.29e-04, 4.20e-06, 3.80e-06, 0.00e+00] []
904000 [3.26e-05, 3.97e-06, 2.45e-05, 8.18e-06, 1.56e-05, 4.02e-06, 1.09e-06, 3.67e-06, 4.51e-06, 1.10e-05, 4.32e-06, 4.63e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.26e-05, 3.97e-06, 2.45e-05, 8.18e-06, 1.56e-05, 4.02e-06, 1.09e-06, 3.67e-06, 4.51e-06, 1.10e-05, 4.32e-06, 4.63e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.613908 s
Training model...
Step Train loss Test loss Test metric
904000 [3.26e-05, 3.97e-06, 2.45e-05, 8.18e-06, 1.56e-05, 4.02e-06, 1.09e-06, 3.67e-06, 4.51e-06, 1.10e-05, 4.32e-06, 4.63e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.26e-05, 3.97e-06, 2.45e-05, 8.18e-06, 1.56e-05, 4.02e-06, 1.09e-06, 3.67e-06, 4.51e-06, 1.10e-05, 4.32e-06, 4.63e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
906000 [4.99e-05, 1.08e-05, 3.20e-05, 2.21e-05, 2.46e-05, 7.48e-06, 1.20e-06, 8.11e-06, 1.24e-05, 2.16e-05, 7.59e-06, 1.07e-04, 1.02e-05, 1.47e-06, 1.21e-08] [4.99e-05, 1.08e-05, 3.20e-05, 2.21e-05, 2.46e-05, 7.48e-06, 1.20e-06, 8.11e-06, 1.24e-05, 2.16e-05, 7.59e-06, 1.07e-04, 1.02e-05, 1.47e-06, 1.21e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.073866 s
Training model...
Step Train loss Test loss Test metric
906000 [4.99e-05, 1.08e-05, 3.20e-05, 2.21e-05, 2.46e-05, 7.48e-06, 1.20e-06, 8.11e-06, 1.24e-05, 2.16e-05, 7.59e-06, 1.07e-04, 1.02e-05, 1.47e-06, 1.21e-08] [4.99e-05, 1.08e-05, 3.20e-05, 2.21e-05, 2.46e-05, 7.48e-06, 1.20e-06, 8.11e-06, 1.24e-05, 2.16e-05, 7.59e-06, 1.07e-04, 1.02e-05, 1.47e-06, 1.21e-08] []
908000 [1.49e-05, 8.15e-06, 8.62e-06, 7.50e-06, 6.41e-06, 5.74e-06, 3.87e-07, 7.32e-06, 1.57e-05, 4.14e-06, 7.51e-06, 6.78e-05, 2.93e-06, 8.58e-07, 4.45e-09] [1.49e-05, 8.15e-06, 8.62e-06, 7.50e-06, 6.41e-06, 5.74e-06, 3.87e-07, 7.32e-06, 1.57e-05, 4.14e-06, 7.51e-06, 6.78e-05, 2.93e-06, 8.58e-07, 4.45e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.773355 s
Training model...
Step Train loss Test loss Test metric
908000 [1.49e-05, 8.15e-06, 8.62e-06, 7.50e-06, 6.41e-06, 5.74e-06, 3.87e-07, 7.32e-06, 1.57e-05, 4.14e-06, 7.51e-06, 6.78e-05, 2.93e-06, 8.58e-07, 4.45e-09] [1.49e-05, 8.15e-06, 8.62e-06, 7.50e-06, 6.41e-06, 5.74e-06, 3.87e-07, 7.32e-06, 1.57e-05, 4.14e-06, 7.51e-06, 6.78e-05, 2.93e-06, 8.58e-07, 4.45e-09] []
910000 [2.42e-06, 1.96e-06, 3.28e-06, 6.51e-07, 9.90e-07, 4.91e-07, 1.09e-07, 2.19e-07, 4.54e-07, 1.03e-06, 9.11e-07, 3.12e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.42e-06, 1.96e-06, 3.28e-06, 6.51e-07, 9.90e-07, 4.91e-07, 1.09e-07, 2.19e-07, 4.54e-07, 1.03e-06, 9.11e-07, 3.12e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.313111 s
Training model...
Step Train loss Test loss Test metric
910000 [2.42e-06, 1.96e-06, 3.28e-06, 6.51e-07, 9.90e-07, 4.91e-07, 1.09e-07, 2.19e-07, 4.54e-07, 1.03e-06, 9.11e-07, 3.12e-06, 0.00e+00, 0.00e+00, 0.00e+00] [2.42e-06, 1.96e-06, 3.28e-06, 6.51e-07, 9.90e-07, 4.91e-07, 1.09e-07, 2.19e-07, 4.54e-07, 1.03e-06, 9.11e-07, 3.12e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
912000 [5.18e-06, 3.31e-06, 3.12e-06, 2.89e-06, 2.55e-06, 7.03e-07, 4.12e-08, 8.20e-07, 1.69e-06, 2.70e-06, 1.07e-06, 1.02e-05, 8.29e-07, 1.04e-07, 1.28e-10] [5.18e-06, 3.31e-06, 3.12e-06, 2.89e-06, 2.55e-06, 7.03e-07, 4.12e-08, 8.20e-07, 1.69e-06, 2.70e-06, 1.07e-06, 1.02e-05, 8.29e-07, 1.04e-07, 1.28e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.242710 s
Training model...
Step Train loss Test loss Test metric
912000 [5.18e-06, 3.31e-06, 3.12e-06, 2.89e-06, 2.55e-06, 7.03e-07, 4.12e-08, 8.20e-07, 1.69e-06, 2.70e-06, 1.07e-06, 1.02e-05, 8.29e-07, 1.04e-07, 1.28e-10] [5.18e-06, 3.31e-06, 3.12e-06, 2.89e-06, 2.55e-06, 7.03e-07, 4.12e-08, 8.20e-07, 1.69e-06, 2.70e-06, 1.07e-06, 1.02e-05, 8.29e-07, 1.04e-07, 1.28e-10] []
914000 [1.42e-06, 2.35e-06, 2.33e-06, 5.37e-07, 4.91e-07, 4.95e-07, 3.25e-06, 9.18e-09, 5.33e-07, 5.79e-07, 1.77e-06, 1.88e-06, 0.00e+00, 0.00e+00, 4.55e-08] [1.42e-06, 2.35e-06, 2.33e-06, 5.37e-07, 4.91e-07, 4.95e-07, 3.25e-06, 9.18e-09, 5.33e-07, 5.79e-07, 1.77e-06, 1.88e-06, 0.00e+00, 0.00e+00, 4.55e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.350297 s
Training model...
Step Train loss Test loss Test metric
914000 [1.42e-06, 2.35e-06, 2.33e-06, 5.37e-07, 4.91e-07, 4.95e-07, 3.25e-06, 9.18e-09, 5.33e-07, 5.79e-07, 1.77e-06, 1.88e-06, 0.00e+00, 0.00e+00, 4.55e-08] [1.42e-06, 2.35e-06, 2.33e-06, 5.37e-07, 4.91e-07, 4.95e-07, 3.25e-06, 9.18e-09, 5.33e-07, 5.79e-07, 1.77e-06, 1.88e-06, 0.00e+00, 0.00e+00, 4.55e-08] []
916000 [7.99e-07, 4.06e-06, 1.60e-06, 4.00e-07, 1.11e-08, 8.47e-09, 1.08e-05, 6.17e-09, 3.05e-07, 1.68e-06, 9.30e-07, 6.62e-07, 1.14e-10, 2.64e-11, 0.00e+00] [7.99e-07, 4.06e-06, 1.60e-06, 4.00e-07, 1.11e-08, 8.47e-09, 1.08e-05, 6.17e-09, 3.05e-07, 1.68e-06, 9.30e-07, 6.62e-07, 1.14e-10, 2.64e-11, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.965090 s
Training model...
Step Train loss Test loss Test metric
916000 [7.99e-07, 4.06e-06, 1.60e-06, 4.00e-07, 1.11e-08, 8.47e-09, 1.08e-05, 6.17e-09, 3.05e-07, 1.68e-06, 9.30e-07, 6.62e-07, 1.14e-10, 2.64e-11, 0.00e+00] [7.99e-07, 4.06e-06, 1.60e-06, 4.00e-07, 1.11e-08, 8.47e-09, 1.08e-05, 6.17e-09, 3.05e-07, 1.68e-06, 9.30e-07, 6.62e-07, 1.14e-10, 2.64e-11, 0.00e+00] []
918000 [3.95e-07, 2.68e-06, 1.87e-06, 4.31e-07, 2.44e-07, 1.37e-07, 4.03e-06, 3.89e-07, 7.37e-07, 1.67e-06, 1.28e-06, 1.56e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.95e-07, 2.68e-06, 1.87e-06, 4.31e-07, 2.44e-07, 1.37e-07, 4.03e-06, 3.89e-07, 7.37e-07, 1.67e-06, 1.28e-06, 1.56e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.665581 s
Training model...
Step Train loss Test loss Test metric
918000 [3.95e-07, 2.68e-06, 1.87e-06, 4.31e-07, 2.44e-07, 1.37e-07, 4.03e-06, 3.89e-07, 7.37e-07, 1.67e-06, 1.28e-06, 1.56e-06, 0.00e+00, 0.00e+00, 0.00e+00] [3.95e-07, 2.68e-06, 1.87e-06, 4.31e-07, 2.44e-07, 1.37e-07, 4.03e-06, 3.89e-07, 7.37e-07, 1.67e-06, 1.28e-06, 1.56e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
920000 [9.12e-06, 3.23e-06, 9.51e-06, 4.01e-06, 6.05e-06, 6.29e-06, 2.27e-05, 4.28e-06, 4.72e-06, 8.92e-06, 9.70e-06, 5.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.12e-06, 3.23e-06, 9.51e-06, 4.01e-06, 6.05e-06, 6.29e-06, 2.27e-05, 4.28e-06, 4.72e-06, 8.92e-06, 9.70e-06, 5.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.804453 s
Training model...
Step Train loss Test loss Test metric
920000 [9.12e-06, 3.23e-06, 9.51e-06, 4.01e-06, 6.05e-06, 6.29e-06, 2.27e-05, 4.28e-06, 4.72e-06, 8.92e-06, 9.70e-06, 5.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.12e-06, 3.23e-06, 9.51e-06, 4.01e-06, 6.05e-06, 6.29e-06, 2.27e-05, 4.28e-06, 4.72e-06, 8.92e-06, 9.70e-06, 5.43e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
922000 [1.10e-05, 2.87e-06, 1.03e-05, 5.74e-06, 9.22e-06, 7.33e-06, 3.19e-06, 2.31e-06, 3.64e-06, 7.75e-06, 6.41e-06, 4.04e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.10e-05, 2.87e-06, 1.03e-05, 5.74e-06, 9.22e-06, 7.33e-06, 3.19e-06, 2.31e-06, 3.64e-06, 7.75e-06, 6.41e-06, 4.04e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.966195 s
Training model...
Step Train loss Test loss Test metric
922000 [1.10e-05, 2.87e-06, 1.03e-05, 5.74e-06, 9.22e-06, 7.33e-06, 3.19e-06, 2.31e-06, 3.64e-06, 7.75e-06, 6.41e-06, 4.04e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.10e-05, 2.87e-06, 1.03e-05, 5.74e-06, 9.22e-06, 7.33e-06, 3.19e-06, 2.31e-06, 3.64e-06, 7.75e-06, 6.41e-06, 4.04e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
924000 [3.91e-06, 3.25e-06, 2.39e-06, 3.15e-06, 2.50e-06, 5.40e-07, 2.16e-07, 9.38e-07, 1.18e-06, 2.22e-06, 9.05e-07, 6.80e-06, 5.91e-07, 4.45e-08, 0.00e+00] [3.91e-06, 3.25e-06, 2.39e-06, 3.15e-06, 2.50e-06, 5.40e-07, 2.16e-07, 9.38e-07, 1.18e-06, 2.22e-06, 9.05e-07, 6.80e-06, 5.91e-07, 4.45e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 37.069736 s
Training model...
Step Train loss Test loss Test metric
924000 [3.91e-06, 3.25e-06, 2.39e-06, 3.15e-06, 2.50e-06, 5.40e-07, 2.16e-07, 9.38e-07, 1.18e-06, 2.22e-06, 9.05e-07, 6.80e-06, 5.91e-07, 4.45e-08, 0.00e+00] [3.91e-06, 3.25e-06, 2.39e-06, 3.15e-06, 2.50e-06, 5.40e-07, 2.16e-07, 9.38e-07, 1.18e-06, 2.22e-06, 9.05e-07, 6.80e-06, 5.91e-07, 4.45e-08, 0.00e+00] []
926000 [6.13e-07, 2.25e-06, 1.26e-06, 9.14e-07, 2.09e-07, 5.79e-08, 6.90e-06, 7.99e-08, 2.17e-07, 6.34e-07, 5.18e-07, 7.67e-07, 3.88e-08, 9.26e-10, 1.00e-07] [6.13e-07, 2.25e-06, 1.26e-06, 9.14e-07, 2.09e-07, 5.79e-08, 6.90e-06, 7.99e-08, 2.17e-07, 6.34e-07, 5.18e-07, 7.67e-07, 3.88e-08, 9.26e-10, 1.00e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.687135 s
Training model...
Step Train loss Test loss Test metric
926000 [6.13e-07, 2.25e-06, 1.26e-06, 9.14e-07, 2.09e-07, 5.79e-08, 6.90e-06, 7.99e-08, 2.17e-07, 6.34e-07, 5.18e-07, 7.67e-07, 3.88e-08, 9.26e-10, 1.00e-07] [6.13e-07, 2.25e-06, 1.26e-06, 9.14e-07, 2.09e-07, 5.79e-08, 6.90e-06, 7.99e-08, 2.17e-07, 6.34e-07, 5.18e-07, 7.67e-07, 3.88e-08, 9.26e-10, 1.00e-07] []
928000 [4.60e-07, 2.48e-06, 1.36e-06, 2.86e-07, 1.48e-10, 2.91e-10, 3.61e-09, 4.17e-08, 2.20e-07, 1.15e-06, 6.68e-07, 5.23e-08, 4.90e-12, 7.99e-13, 0.00e+00] [4.60e-07, 2.48e-06, 1.36e-06, 2.86e-07, 1.48e-10, 2.91e-10, 3.61e-09, 4.17e-08, 2.20e-07, 1.15e-06, 6.68e-07, 5.23e-08, 4.90e-12, 7.99e-13, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.449696 s
Training model...
Step Train loss Test loss Test metric
928000 [4.60e-07, 2.48e-06, 1.36e-06, 2.86e-07, 1.48e-10, 2.91e-10, 3.61e-09, 4.17e-08, 2.20e-07, 1.15e-06, 6.68e-07, 5.23e-08, 4.90e-12, 7.99e-13, 0.00e+00] [4.60e-07, 2.48e-06, 1.36e-06, 2.86e-07, 1.48e-10, 2.91e-10, 3.61e-09, 4.17e-08, 2.20e-07, 1.15e-06, 6.68e-07, 5.23e-08, 4.90e-12, 7.99e-13, 0.00e+00] []
930000 [3.46e-06, 3.15e-06, 4.93e-06, 1.24e-06, 2.74e-06, 2.38e-06, 3.20e-08, 3.28e-06, 3.10e-06, 6.18e-06, 3.39e-06, 2.41e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.46e-06, 3.15e-06, 4.93e-06, 1.24e-06, 2.74e-06, 2.38e-06, 3.20e-08, 3.28e-06, 3.10e-06, 6.18e-06, 3.39e-06, 2.41e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.759028 s
Training model...
Step Train loss Test loss Test metric
930000 [3.46e-06, 3.15e-06, 4.93e-06, 1.24e-06, 2.74e-06, 2.38e-06, 3.20e-08, 3.28e-06, 3.10e-06, 6.18e-06, 3.39e-06, 2.41e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.46e-06, 3.15e-06, 4.93e-06, 1.24e-06, 2.74e-06, 2.38e-06, 3.20e-08, 3.28e-06, 3.10e-06, 6.18e-06, 3.39e-06, 2.41e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
932000 [3.45e-06, 2.85e-06, 2.33e-06, 2.52e-06, 1.69e-06, 5.40e-07, 3.10e-07, 4.72e-07, 1.27e-06, 2.08e-06, 1.10e-06, 8.82e-06, 6.32e-07, 7.54e-08, 8.54e-10] [3.45e-06, 2.85e-06, 2.33e-06, 2.52e-06, 1.69e-06, 5.40e-07, 3.10e-07, 4.72e-07, 1.27e-06, 2.08e-06, 1.10e-06, 8.82e-06, 6.32e-07, 7.54e-08, 8.54e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.268466 s
Training model...
Step Train loss Test loss Test metric
932000 [3.45e-06, 2.85e-06, 2.33e-06, 2.52e-06, 1.69e-06, 5.40e-07, 3.10e-07, 4.72e-07, 1.27e-06, 2.08e-06, 1.10e-06, 8.82e-06, 6.32e-07, 7.54e-08, 8.54e-10] [3.45e-06, 2.85e-06, 2.33e-06, 2.52e-06, 1.69e-06, 5.40e-07, 3.10e-07, 4.72e-07, 1.27e-06, 2.08e-06, 1.10e-06, 8.82e-06, 6.32e-07, 7.54e-08, 8.54e-10] []
934000 [1.03e-06, 2.26e-06, 2.48e-06, 1.41e-06, 2.84e-07, 8.84e-08, 4.48e-06, 3.53e-08, 1.41e-06, 9.68e-07, 4.92e-06, 3.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.03e-06, 2.26e-06, 2.48e-06, 1.41e-06, 2.84e-07, 8.84e-08, 4.48e-06, 3.53e-08, 1.41e-06, 9.68e-07, 4.92e-06, 3.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.625696 s
Training model...
Step Train loss Test loss Test metric
934000 [1.03e-06, 2.26e-06, 2.48e-06, 1.41e-06, 2.84e-07, 8.84e-08, 4.48e-06, 3.53e-08, 1.41e-06, 9.68e-07, 4.92e-06, 3.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.03e-06, 2.26e-06, 2.48e-06, 1.41e-06, 2.84e-07, 8.84e-08, 4.48e-06, 3.53e-08, 1.41e-06, 9.68e-07, 4.92e-06, 3.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
936000 [2.15e-06, 5.09e-06, 2.44e-06, 3.74e-06, 5.47e-07, 3.47e-07, 1.27e-06, 7.23e-07, 5.65e-06, 1.20e-06, 7.25e-06, 1.87e-05, 9.21e-08, 2.70e-08, 2.55e-08] [2.15e-06, 5.09e-06, 2.44e-06, 3.74e-06, 5.47e-07, 3.47e-07, 1.27e-06, 7.23e-07, 5.65e-06, 1.20e-06, 7.25e-06, 1.87e-05, 9.21e-08, 2.70e-08, 2.55e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.258700 s
Training model...
Step Train loss Test loss Test metric
936000 [2.15e-06, 5.09e-06, 2.44e-06, 3.74e-06, 5.47e-07, 3.47e-07, 1.27e-06, 7.23e-07, 5.65e-06, 1.20e-06, 7.25e-06, 1.87e-05, 9.21e-08, 2.70e-08, 2.55e-08] [2.15e-06, 5.09e-06, 2.44e-06, 3.74e-06, 5.47e-07, 3.47e-07, 1.27e-06, 7.23e-07, 5.65e-06, 1.20e-06, 7.25e-06, 1.87e-05, 9.21e-08, 2.70e-08, 2.55e-08] []
938000 [3.56e-07, 2.12e-06, 1.30e-06, 3.96e-07, 8.11e-10, 2.37e-10, 3.71e-12, 5.94e-11, 2.14e-07, 1.17e-06, 6.72e-07, 4.14e-08, 1.18e-11, 4.86e-09, 0.00e+00] [3.56e-07, 2.12e-06, 1.30e-06, 3.96e-07, 8.11e-10, 2.37e-10, 3.71e-12, 5.94e-11, 2.14e-07, 1.17e-06, 6.72e-07, 4.14e-08, 1.18e-11, 4.86e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 37.606023 s
Training model...
Step Train loss Test loss Test metric
938000 [3.56e-07, 2.12e-06, 1.30e-06, 3.96e-07, 8.11e-10, 2.37e-10, 3.71e-12, 5.94e-11, 2.14e-07, 1.17e-06, 6.72e-07, 4.14e-08, 1.18e-11, 4.86e-09, 0.00e+00] [3.56e-07, 2.12e-06, 1.30e-06, 3.96e-07, 8.11e-10, 2.37e-10, 3.71e-12, 5.94e-11, 2.14e-07, 1.17e-06, 6.72e-07, 4.14e-08, 1.18e-11, 4.86e-09, 0.00e+00] []
940000 [8.67e-06, 4.00e-06, 4.26e-06, 4.31e-06, 4.79e-06, 1.57e-06, 1.55e-06, 1.67e-06, 3.45e-06, 2.22e-06, 3.24e-06, 8.87e-06, 1.02e-06, 3.44e-07, 4.28e-09] [8.67e-06, 4.00e-06, 4.26e-06, 4.31e-06, 4.79e-06, 1.57e-06, 1.55e-06, 1.67e-06, 3.45e-06, 2.22e-06, 3.24e-06, 8.87e-06, 1.02e-06, 3.44e-07, 4.28e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.025694 s
Training model...
Step Train loss Test loss Test metric
940000 [8.67e-06, 4.00e-06, 4.26e-06, 4.31e-06, 4.79e-06, 1.57e-06, 1.55e-06, 1.67e-06, 3.45e-06, 2.22e-06, 3.24e-06, 8.87e-06, 1.02e-06, 3.44e-07, 4.28e-09] [8.67e-06, 4.00e-06, 4.26e-06, 4.31e-06, 4.79e-06, 1.57e-06, 1.55e-06, 1.67e-06, 3.45e-06, 2.22e-06, 3.24e-06, 8.87e-06, 1.02e-06, 3.44e-07, 4.28e-09] []
942000 [3.20e-05, 8.75e-06, 2.14e-05, 1.62e-05, 1.76e-05, 1.37e-05, 5.57e-09, 9.41e-06, 1.18e-05, 1.33e-05, 9.17e-06, 9.78e-05, 7.27e-06, 2.23e-06, 1.53e-11] [3.20e-05, 8.75e-06, 2.14e-05, 1.62e-05, 1.76e-05, 1.37e-05, 5.57e-09, 9.41e-06, 1.18e-05, 1.33e-05, 9.17e-06, 9.78e-05, 7.27e-06, 2.23e-06, 1.53e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.221390 s
Training model...
Step Train loss Test loss Test metric
942000 [3.20e-05, 8.75e-06, 2.14e-05, 1.62e-05, 1.76e-05, 1.37e-05, 5.57e-09, 9.41e-06, 1.18e-05, 1.33e-05, 9.17e-06, 9.78e-05, 7.27e-06, 2.23e-06, 1.53e-11] [3.20e-05, 8.75e-06, 2.14e-05, 1.62e-05, 1.76e-05, 1.37e-05, 5.57e-09, 9.41e-06, 1.18e-05, 1.33e-05, 9.17e-06, 9.78e-05, 7.27e-06, 2.23e-06, 1.53e-11] []
944000 [2.82e-05, 6.84e-06, 1.62e-05, 1.18e-05, 1.59e-05, 4.77e-06, 1.21e-05, 4.63e-06, 7.51e-06, 9.30e-06, 3.52e-06, 4.52e-05, 4.45e-06, 8.32e-07, 1.65e-07] [2.82e-05, 6.84e-06, 1.62e-05, 1.18e-05, 1.59e-05, 4.77e-06, 1.21e-05, 4.63e-06, 7.51e-06, 9.30e-06, 3.52e-06, 4.52e-05, 4.45e-06, 8.32e-07, 1.65e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.585657 s
Training model...
Step Train loss Test loss Test metric
944000 [2.82e-05, 6.84e-06, 1.62e-05, 1.18e-05, 1.59e-05, 4.77e-06, 1.21e-05, 4.63e-06, 7.51e-06, 9.30e-06, 3.52e-06, 4.52e-05, 4.45e-06, 8.32e-07, 1.65e-07] [2.82e-05, 6.84e-06, 1.62e-05, 1.18e-05, 1.59e-05, 4.77e-06, 1.21e-05, 4.63e-06, 7.51e-06, 9.30e-06, 3.52e-06, 4.52e-05, 4.45e-06, 8.32e-07, 1.65e-07] []
946000 [1.59e-04, 2.42e-05, 1.01e-04, 4.89e-05, 8.31e-05, 5.86e-05, 6.77e-06, 3.44e-05, 4.81e-05, 6.69e-05, 3.94e-05, 4.14e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.59e-04, 2.42e-05, 1.01e-04, 4.89e-05, 8.31e-05, 5.86e-05, 6.77e-06, 3.44e-05, 4.81e-05, 6.69e-05, 3.94e-05, 4.14e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.528947 s
Training model...
Step Train loss Test loss Test metric
946000 [1.59e-04, 2.42e-05, 1.01e-04, 4.89e-05, 8.31e-05, 5.86e-05, 6.77e-06, 3.44e-05, 4.81e-05, 6.69e-05, 3.94e-05, 4.14e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.59e-04, 2.42e-05, 1.01e-04, 4.89e-05, 8.31e-05, 5.86e-05, 6.77e-06, 3.44e-05, 4.81e-05, 6.69e-05, 3.94e-05, 4.14e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
948000 [4.26e-06, 2.45e-06, 5.78e-06, 1.59e-06, 7.97e-07, 6.36e-07, 4.77e-08, 1.09e-06, 1.94e-06, 2.40e-06, 2.16e-06, 1.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.26e-06, 2.45e-06, 5.78e-06, 1.59e-06, 7.97e-07, 6.36e-07, 4.77e-08, 1.09e-06, 1.94e-06, 2.40e-06, 2.16e-06, 1.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.784156 s
Training model...
Step Train loss Test loss Test metric
948000 [4.26e-06, 2.45e-06, 5.78e-06, 1.59e-06, 7.97e-07, 6.36e-07, 4.77e-08, 1.09e-06, 1.94e-06, 2.40e-06, 2.16e-06, 1.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.26e-06, 2.45e-06, 5.78e-06, 1.59e-06, 7.97e-07, 6.36e-07, 4.77e-08, 1.09e-06, 1.94e-06, 2.40e-06, 2.16e-06, 1.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
950000 [8.56e-07, 1.40e-06, 1.75e-06, 3.65e-07, 2.95e-07, 2.36e-08, 1.19e-09, 4.37e-08, 2.46e-07, 7.35e-07, 6.52e-07, 5.57e-07, 0.00e+00, 9.11e-12, 0.00e+00] [8.56e-07, 1.40e-06, 1.75e-06, 3.65e-07, 2.95e-07, 2.36e-08, 1.19e-09, 4.37e-08, 2.46e-07, 7.35e-07, 6.52e-07, 5.57e-07, 0.00e+00, 9.11e-12, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.315663 s
Training model...
Step Train loss Test loss Test metric
950000 [8.56e-07, 1.40e-06, 1.75e-06, 3.65e-07, 2.95e-07, 2.36e-08, 1.19e-09, 4.37e-08, 2.46e-07, 7.35e-07, 6.52e-07, 5.57e-07, 0.00e+00, 9.11e-12, 0.00e+00] [8.56e-07, 1.40e-06, 1.75e-06, 3.65e-07, 2.95e-07, 2.36e-08, 1.19e-09, 4.37e-08, 2.46e-07, 7.35e-07, 6.52e-07, 5.57e-07, 0.00e+00, 9.11e-12, 0.00e+00] []
952000 [2.35e-06, 2.10e-06, 3.81e-06, 5.11e-07, 1.25e-06, 2.17e-08, 3.73e-06, 6.83e-08, 5.47e-07, 1.18e-06, 1.04e-06, 2.25e-06, 0.00e+00, 3.42e-09, 0.00e+00] [2.35e-06, 2.10e-06, 3.81e-06, 5.11e-07, 1.25e-06, 2.17e-08, 3.73e-06, 6.83e-08, 5.47e-07, 1.18e-06, 1.04e-06, 2.25e-06, 0.00e+00, 3.42e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.848252 s
Training model...
Step Train loss Test loss Test metric
952000 [2.35e-06, 2.10e-06, 3.81e-06, 5.11e-07, 1.25e-06, 2.17e-08, 3.73e-06, 6.83e-08, 5.47e-07, 1.18e-06, 1.04e-06, 2.25e-06, 0.00e+00, 3.42e-09, 0.00e+00] [2.35e-06, 2.10e-06, 3.81e-06, 5.11e-07, 1.25e-06, 2.17e-08, 3.73e-06, 6.83e-08, 5.47e-07, 1.18e-06, 1.04e-06, 2.25e-06, 0.00e+00, 3.42e-09, 0.00e+00] []
954000 [4.29e-05, 9.30e-06, 2.51e-05, 1.71e-05, 2.24e-05, 6.17e-06, 1.89e-07, 7.49e-06, 1.12e-05, 1.54e-05, 5.30e-06, 7.56e-05, 7.69e-06, 1.16e-06, 1.76e-09] [4.29e-05, 9.30e-06, 2.51e-05, 1.71e-05, 2.24e-05, 6.17e-06, 1.89e-07, 7.49e-06, 1.12e-05, 1.54e-05, 5.30e-06, 7.56e-05, 7.69e-06, 1.16e-06, 1.76e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.914641 s
Training model...
Step Train loss Test loss Test metric
954000 [4.29e-05, 9.30e-06, 2.51e-05, 1.71e-05, 2.24e-05, 6.17e-06, 1.89e-07, 7.49e-06, 1.12e-05, 1.54e-05, 5.30e-06, 7.56e-05, 7.69e-06, 1.16e-06, 1.76e-09] [4.29e-05, 9.30e-06, 2.51e-05, 1.71e-05, 2.24e-05, 6.17e-06, 1.89e-07, 7.49e-06, 1.12e-05, 1.54e-05, 5.30e-06, 7.56e-05, 7.69e-06, 1.16e-06, 1.76e-09] []
956000 [3.39e-06, 3.96e-06, 5.46e-06, 1.74e-06, 1.37e-06, 1.36e-06, 1.12e-08, 3.25e-06, 6.36e-06, 7.16e-06, 3.69e-06, 2.85e-05, 0.00e+00, 0.00e+00, 4.10e-11] [3.39e-06, 3.96e-06, 5.46e-06, 1.74e-06, 1.37e-06, 1.36e-06, 1.12e-08, 3.25e-06, 6.36e-06, 7.16e-06, 3.69e-06, 2.85e-05, 0.00e+00, 0.00e+00, 4.10e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.833692 s
Training model...
Step Train loss Test loss Test metric
956000 [3.39e-06, 3.96e-06, 5.46e-06, 1.74e-06, 1.37e-06, 1.36e-06, 1.12e-08, 3.25e-06, 6.36e-06, 7.16e-06, 3.69e-06, 2.85e-05, 0.00e+00, 0.00e+00, 4.10e-11] [3.39e-06, 3.96e-06, 5.46e-06, 1.74e-06, 1.37e-06, 1.36e-06, 1.12e-08, 3.25e-06, 6.36e-06, 7.16e-06, 3.69e-06, 2.85e-05, 0.00e+00, 0.00e+00, 4.10e-11] []
958000 [5.43e-06, 3.68e-06, 4.26e-06, 3.90e-06, 3.39e-06, 1.36e-06, 6.10e-07, 1.77e-06, 2.17e-06, 3.10e-06, 1.65e-06, 1.60e-05, 1.27e-06, 1.60e-07, 5.75e-09] [5.43e-06, 3.68e-06, 4.26e-06, 3.90e-06, 3.39e-06, 1.36e-06, 6.10e-07, 1.77e-06, 2.17e-06, 3.10e-06, 1.65e-06, 1.60e-05, 1.27e-06, 1.60e-07, 5.75e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.842606 s
Training model...
Step Train loss Test loss Test metric
958000 [5.43e-06, 3.68e-06, 4.26e-06, 3.90e-06, 3.39e-06, 1.36e-06, 6.10e-07, 1.77e-06, 2.17e-06, 3.10e-06, 1.65e-06, 1.60e-05, 1.27e-06, 1.60e-07, 5.75e-09] [5.43e-06, 3.68e-06, 4.26e-06, 3.90e-06, 3.39e-06, 1.36e-06, 6.10e-07, 1.77e-06, 2.17e-06, 3.10e-06, 1.65e-06, 1.60e-05, 1.27e-06, 1.60e-07, 5.75e-09] []
960000 [3.25e-07, 2.13e-06, 9.57e-07, 5.74e-07, 5.10e-08, 1.16e-09, 3.77e-08, 1.52e-08, 2.44e-07, 8.24e-07, 6.00e-07, 1.08e-07, 1.44e-09, 2.85e-10, 1.46e-10] [3.25e-07, 2.13e-06, 9.57e-07, 5.74e-07, 5.10e-08, 1.16e-09, 3.77e-08, 1.52e-08, 2.44e-07, 8.24e-07, 6.00e-07, 1.08e-07, 1.44e-09, 2.85e-10, 1.46e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.925540 s
Training model...
Step Train loss Test loss Test metric
960000 [3.25e-07, 2.13e-06, 9.57e-07, 5.74e-07, 5.10e-08, 1.16e-09, 3.77e-08, 1.52e-08, 2.44e-07, 8.24e-07, 6.00e-07, 1.08e-07, 1.44e-09, 2.85e-10, 1.46e-10] [3.25e-07, 2.13e-06, 9.57e-07, 5.74e-07, 5.10e-08, 1.16e-09, 3.77e-08, 1.52e-08, 2.44e-07, 8.24e-07, 6.00e-07, 1.08e-07, 1.44e-09, 2.85e-10, 1.46e-10] []
962000 [7.26e-07, 1.54e-06, 1.70e-06, 3.28e-07, 1.70e-07, 1.82e-07, 1.86e-07, 8.92e-08, 2.79e-07, 8.25e-07, 8.91e-07, 1.51e-06, 0.00e+00, 0.00e+00, 0.00e+00] [7.26e-07, 1.54e-06, 1.70e-06, 3.28e-07, 1.70e-07, 1.82e-07, 1.86e-07, 8.92e-08, 2.79e-07, 8.25e-07, 8.91e-07, 1.51e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.296000 s
Training model...
Step Train loss Test loss Test metric
962000 [7.26e-07, 1.54e-06, 1.70e-06, 3.28e-07, 1.70e-07, 1.82e-07, 1.86e-07, 8.92e-08, 2.79e-07, 8.25e-07, 8.91e-07, 1.51e-06, 0.00e+00, 0.00e+00, 0.00e+00] [7.26e-07, 1.54e-06, 1.70e-06, 3.28e-07, 1.70e-07, 1.82e-07, 1.86e-07, 8.92e-08, 2.79e-07, 8.25e-07, 8.91e-07, 1.51e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
964000 [3.42e-06, 4.64e-06, 5.89e-06, 1.48e-06, 1.40e-06, 1.85e-06, 8.73e-08, 1.49e-06, 1.30e-06, 6.09e-06, 2.48e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.42e-06, 4.64e-06, 5.89e-06, 1.48e-06, 1.40e-06, 1.85e-06, 8.73e-08, 1.49e-06, 1.30e-06, 6.09e-06, 2.48e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 29.826182 s
Training model...
Step Train loss Test loss Test metric
964000 [3.42e-06, 4.64e-06, 5.89e-06, 1.48e-06, 1.40e-06, 1.85e-06, 8.73e-08, 1.49e-06, 1.30e-06, 6.09e-06, 2.48e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.42e-06, 4.64e-06, 5.89e-06, 1.48e-06, 1.40e-06, 1.85e-06, 8.73e-08, 1.49e-06, 1.30e-06, 6.09e-06, 2.48e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
966000 [2.04e-05, 6.46e-06, 1.41e-05, 1.33e-05, 6.33e-06, 2.46e-05, 2.12e-06, 8.36e-06, 1.59e-05, 2.72e-06, 1.08e-05, 6.37e-05, 1.70e-06, 3.80e-06, 0.00e+00] [2.04e-05, 6.46e-06, 1.41e-05, 1.33e-05, 6.33e-06, 2.46e-05, 2.12e-06, 8.36e-06, 1.59e-05, 2.72e-06, 1.08e-05, 6.37e-05, 1.70e-06, 3.80e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.982932 s
Training model...
Step Train loss Test loss Test metric
966000 [2.04e-05, 6.46e-06, 1.41e-05, 1.33e-05, 6.33e-06, 2.46e-05, 2.12e-06, 8.36e-06, 1.59e-05, 2.72e-06, 1.08e-05, 6.37e-05, 1.70e-06, 3.80e-06, 0.00e+00] [2.04e-05, 6.46e-06, 1.41e-05, 1.33e-05, 6.33e-06, 2.46e-05, 2.12e-06, 8.36e-06, 1.59e-05, 2.72e-06, 1.08e-05, 6.37e-05, 1.70e-06, 3.80e-06, 0.00e+00] []
968000 [3.95e-07, 2.35e-06, 1.52e-06, 5.23e-07, 1.66e-09, 6.16e-10, 3.09e-09, 8.10e-09, 3.24e-07, 1.24e-06, 8.08e-07, 6.15e-08, 4.55e-12, 1.30e-10, 8.11e-12] [3.95e-07, 2.35e-06, 1.52e-06, 5.23e-07, 1.66e-09, 6.16e-10, 3.09e-09, 8.10e-09, 3.24e-07, 1.24e-06, 8.08e-07, 6.15e-08, 4.55e-12, 1.30e-10, 8.11e-12] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 33.266022 s
Training model...
Step Train loss Test loss Test metric
968000 [3.95e-07, 2.35e-06, 1.52e-06, 5.23e-07, 1.66e-09, 6.16e-10, 3.09e-09, 8.10e-09, 3.24e-07, 1.24e-06, 8.08e-07, 6.15e-08, 4.55e-12, 1.30e-10, 8.11e-12] [3.95e-07, 2.35e-06, 1.52e-06, 5.23e-07, 1.66e-09, 6.16e-10, 3.09e-09, 8.10e-09, 3.24e-07, 1.24e-06, 8.08e-07, 6.15e-08, 4.55e-12, 1.30e-10, 8.11e-12] []
970000 [9.84e-07, 1.85e-06, 9.11e-07, 1.22e-06, 5.24e-07, 1.63e-07, 5.04e-08, 9.80e-08, 3.61e-07, 9.78e-07, 4.03e-07, 9.89e-07, 8.13e-08, 7.89e-09, 0.00e+00] [9.84e-07, 1.85e-06, 9.11e-07, 1.22e-06, 5.24e-07, 1.63e-07, 5.04e-08, 9.80e-08, 3.61e-07, 9.78e-07, 4.03e-07, 9.89e-07, 8.13e-08, 7.89e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 26.841491 s
Training model...
Step Train loss Test loss Test metric
970000 [9.84e-07, 1.85e-06, 9.11e-07, 1.22e-06, 5.24e-07, 1.63e-07, 5.04e-08, 9.80e-08, 3.61e-07, 9.78e-07, 4.03e-07, 9.89e-07, 8.13e-08, 7.89e-09, 0.00e+00] [9.84e-07, 1.85e-06, 9.11e-07, 1.22e-06, 5.24e-07, 1.63e-07, 5.04e-08, 9.80e-08, 3.61e-07, 9.78e-07, 4.03e-07, 9.89e-07, 8.13e-08, 7.89e-09, 0.00e+00] []
972000 [2.83e-05, 7.75e-06, 1.78e-05, 1.42e-05, 1.35e-05, 9.76e-06, 3.05e-06, 8.27e-06, 1.48e-05, 1.15e-05, 8.32e-06, 9.53e-05, 5.51e-06, 1.51e-06, 3.52e-08] [2.83e-05, 7.75e-06, 1.78e-05, 1.42e-05, 1.35e-05, 9.76e-06, 3.05e-06, 8.27e-06, 1.48e-05, 1.15e-05, 8.32e-06, 9.53e-05, 5.51e-06, 1.51e-06, 3.52e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.513018 s
Training model...
Step Train loss Test loss Test metric
972000 [2.83e-05, 7.75e-06, 1.78e-05, 1.42e-05, 1.35e-05, 9.76e-06, 3.05e-06, 8.27e-06, 1.48e-05, 1.15e-05, 8.32e-06, 9.53e-05, 5.51e-06, 1.51e-06, 3.52e-08] [2.83e-05, 7.75e-06, 1.78e-05, 1.42e-05, 1.35e-05, 9.76e-06, 3.05e-06, 8.27e-06, 1.48e-05, 1.15e-05, 8.32e-06, 9.53e-05, 5.51e-06, 1.51e-06, 3.52e-08] []
974000 [4.56e-05, 2.58e-05, 2.68e-05, 1.64e-05, 1.55e-05, 1.51e-05, 1.88e-05, 1.09e-05, 2.76e-05, 1.25e-05, 2.11e-05, 1.53e-04, 8.91e-06, 1.57e-06, 0.00e+00] [4.56e-05, 2.58e-05, 2.68e-05, 1.64e-05, 1.55e-05, 1.51e-05, 1.88e-05, 1.09e-05, 2.76e-05, 1.25e-05, 2.11e-05, 1.53e-04, 8.91e-06, 1.57e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.650862 s
Training model...
Step Train loss Test loss Test metric
974000 [4.56e-05, 2.58e-05, 2.68e-05, 1.64e-05, 1.55e-05, 1.51e-05, 1.88e-05, 1.09e-05, 2.76e-05, 1.25e-05, 2.11e-05, 1.53e-04, 8.91e-06, 1.57e-06, 0.00e+00] [4.56e-05, 2.58e-05, 2.68e-05, 1.64e-05, 1.55e-05, 1.51e-05, 1.88e-05, 1.09e-05, 2.76e-05, 1.25e-05, 2.11e-05, 1.53e-04, 8.91e-06, 1.57e-06, 0.00e+00] []
976000 [4.13e-06, 4.46e-06, 2.98e-06, 2.20e-06, 1.75e-06, 2.16e-06, 1.55e-06, 2.23e-06, 4.95e-06, 1.26e-06, 2.28e-06, 1.34e-05, 6.81e-07, 9.30e-08, 0.00e+00] [4.13e-06, 4.46e-06, 2.98e-06, 2.20e-06, 1.75e-06, 2.16e-06, 1.55e-06, 2.23e-06, 4.95e-06, 1.26e-06, 2.28e-06, 1.34e-05, 6.81e-07, 9.30e-08, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.935696 s
Training model...
Step Train loss Test loss Test metric
976000 [4.13e-06, 4.46e-06, 2.98e-06, 2.20e-06, 1.75e-06, 2.16e-06, 1.55e-06, 2.23e-06, 4.95e-06, 1.26e-06, 2.28e-06, 1.34e-05, 6.81e-07, 9.30e-08, 0.00e+00] [4.13e-06, 4.46e-06, 2.98e-06, 2.20e-06, 1.75e-06, 2.16e-06, 1.55e-06, 2.23e-06, 4.95e-06, 1.26e-06, 2.28e-06, 1.34e-05, 6.81e-07, 9.30e-08, 0.00e+00] []
978000 [5.25e-07, 4.38e-06, 2.34e-06, 1.22e-06, 1.59e-07, 2.22e-09, 3.45e-08, 5.23e-09, 6.86e-07, 1.98e-06, 1.25e-06, 4.04e-07, 9.57e-09, 7.70e-10, 1.97e-09] [5.25e-07, 4.38e-06, 2.34e-06, 1.22e-06, 1.59e-07, 2.22e-09, 3.45e-08, 5.23e-09, 6.86e-07, 1.98e-06, 1.25e-06, 4.04e-07, 9.57e-09, 7.70e-10, 1.97e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.225183 s
Training model...
Step Train loss Test loss Test metric
978000 [5.25e-07, 4.38e-06, 2.34e-06, 1.22e-06, 1.59e-07, 2.22e-09, 3.45e-08, 5.23e-09, 6.86e-07, 1.98e-06, 1.25e-06, 4.04e-07, 9.57e-09, 7.70e-10, 1.97e-09] [5.25e-07, 4.38e-06, 2.34e-06, 1.22e-06, 1.59e-07, 2.22e-09, 3.45e-08, 5.23e-09, 6.86e-07, 1.98e-06, 1.25e-06, 4.04e-07, 9.57e-09, 7.70e-10, 1.97e-09] []
980000 [1.72e-04, 3.60e-05, 1.08e-04, 6.26e-05, 1.05e-04, 1.15e-04, 2.19e-05, 6.45e-05, 1.03e-04, 1.09e-04, 9.16e-05, 8.55e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.72e-04, 3.60e-05, 1.08e-04, 6.26e-05, 1.05e-04, 1.15e-04, 2.19e-05, 6.45e-05, 1.03e-04, 1.09e-04, 9.16e-05, 8.55e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.217145 s
Training model...
Step Train loss Test loss Test metric
980000 [1.72e-04, 3.60e-05, 1.08e-04, 6.26e-05, 1.05e-04, 1.15e-04, 2.19e-05, 6.45e-05, 1.03e-04, 1.09e-04, 9.16e-05, 8.55e-04, 0.00e+00, 0.00e+00, 0.00e+00] [1.72e-04, 3.60e-05, 1.08e-04, 6.26e-05, 1.05e-04, 1.15e-04, 2.19e-05, 6.45e-05, 1.03e-04, 1.09e-04, 9.16e-05, 8.55e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
982000 [1.16e-06, 2.42e-06, 2.47e-06, 9.81e-07, 8.18e-07, 6.85e-08, 2.34e-06, 1.79e-07, 1.19e-06, 2.12e-06, 1.22e-06, 5.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.16e-06, 2.42e-06, 2.47e-06, 9.81e-07, 8.18e-07, 6.85e-08, 2.34e-06, 1.79e-07, 1.19e-06, 2.12e-06, 1.22e-06, 5.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 37.110328 s
Training model...
Step Train loss Test loss Test metric
982000 [1.16e-06, 2.42e-06, 2.47e-06, 9.81e-07, 8.18e-07, 6.85e-08, 2.34e-06, 1.79e-07, 1.19e-06, 2.12e-06, 1.22e-06, 5.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.16e-06, 2.42e-06, 2.47e-06, 9.81e-07, 8.18e-07, 6.85e-08, 2.34e-06, 1.79e-07, 1.19e-06, 2.12e-06, 1.22e-06, 5.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
984000 [2.82e-07, 1.80e-06, 1.04e-06, 5.00e-07, 1.80e-09, 2.13e-08, 1.68e-09, 9.87e-09, 1.99e-07, 8.95e-07, 5.81e-07, 7.90e-08, 1.24e-10, 5.24e-09, 0.00e+00] [2.82e-07, 1.80e-06, 1.04e-06, 5.00e-07, 1.80e-09, 2.13e-08, 1.68e-09, 9.87e-09, 1.99e-07, 8.95e-07, 5.81e-07, 7.90e-08, 1.24e-10, 5.24e-09, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 27.752252 s
Training model...
Step Train loss Test loss Test metric
984000 [2.82e-07, 1.80e-06, 1.04e-06, 5.00e-07, 1.80e-09, 2.13e-08, 1.68e-09, 9.87e-09, 1.99e-07, 8.95e-07, 5.81e-07, 7.90e-08, 1.24e-10, 5.24e-09, 0.00e+00] [2.82e-07, 1.80e-06, 1.04e-06, 5.00e-07, 1.80e-09, 2.13e-08, 1.68e-09, 9.87e-09, 1.99e-07, 8.95e-07, 5.81e-07, 7.90e-08, 1.24e-10, 5.24e-09, 0.00e+00] []
986000 [3.73e-06, 3.93e-06, 2.40e-06, 1.95e-06, 1.15e-06, 9.34e-07, 2.38e-07, 1.07e-06, 2.10e-06, 1.22e-06, 1.66e-06, 9.09e-06, 4.69e-07, 1.73e-07, 0.00e+00] [3.73e-06, 3.93e-06, 2.40e-06, 1.95e-06, 1.15e-06, 9.34e-07, 2.38e-07, 1.07e-06, 2.10e-06, 1.22e-06, 1.66e-06, 9.09e-06, 4.69e-07, 1.73e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.445566 s
Training model...
Step Train loss Test loss Test metric
986000 [3.73e-06, 3.93e-06, 2.40e-06, 1.95e-06, 1.15e-06, 9.34e-07, 2.38e-07, 1.07e-06, 2.10e-06, 1.22e-06, 1.66e-06, 9.09e-06, 4.69e-07, 1.73e-07, 0.00e+00] [3.73e-06, 3.93e-06, 2.40e-06, 1.95e-06, 1.15e-06, 9.34e-07, 2.38e-07, 1.07e-06, 2.10e-06, 1.22e-06, 1.66e-06, 9.09e-06, 4.69e-07, 1.73e-07, 0.00e+00] []
988000 [4.91e-06, 2.36e-06, 5.89e-06, 1.86e-06, 3.37e-06, 2.76e-06, 3.94e-07, 2.37e-06, 2.58e-06, 5.40e-06, 2.44e-06, 1.82e-05, 0.00e+00, 0.00e+00, 2.45e-09] [4.91e-06, 2.36e-06, 5.89e-06, 1.86e-06, 3.37e-06, 2.76e-06, 3.94e-07, 2.37e-06, 2.58e-06, 5.40e-06, 2.44e-06, 1.82e-05, 0.00e+00, 0.00e+00, 2.45e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.301007 s
Training model...
Step Train loss Test loss Test metric
988000 [4.91e-06, 2.36e-06, 5.89e-06, 1.86e-06, 3.37e-06, 2.76e-06, 3.94e-07, 2.37e-06, 2.58e-06, 5.40e-06, 2.44e-06, 1.82e-05, 0.00e+00, 0.00e+00, 2.45e-09] [4.91e-06, 2.36e-06, 5.89e-06, 1.86e-06, 3.37e-06, 2.76e-06, 3.94e-07, 2.37e-06, 2.58e-06, 5.40e-06, 2.44e-06, 1.82e-05, 0.00e+00, 0.00e+00, 2.45e-09] []
990000 [7.18e-06, 5.06e-06, 1.07e-05, 8.36e-06, 5.93e-08, 2.50e-06, 6.36e-07, 2.23e-06, 2.39e-06, 2.81e-06, 5.97e-06, 1.13e-05, 9.46e-09, 0.00e+00, 0.00e+00] [7.18e-06, 5.06e-06, 1.07e-05, 8.36e-06, 5.93e-08, 2.50e-06, 6.36e-07, 2.23e-06, 2.39e-06, 2.81e-06, 5.97e-06, 1.13e-05, 9.46e-09, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 37.993322 s
Best train step: 89976
alpha: 0.22744633257
beta: 0.15145713091
kappa: 0.82465660572
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
990000 [7.18e-06, 5.06e-06, 1.07e-05, 8.36e-06, 5.93e-08, 2.50e-06, 6.36e-07, 2.23e-06, 2.39e-06, 2.81e-06, 5.97e-06, 1.13e-05, 9.46e-09, 0.00e+00, 0.00e+00] [7.18e-06, 5.06e-06, 1.07e-05, 8.36e-06, 5.93e-08, 2.50e-06, 6.36e-07, 2.23e-06, 2.39e-06, 2.81e-06, 5.97e-06, 1.13e-05, 9.46e-09, 0.00e+00, 0.00e+00] []
992000 [5.56e-06, 2.54e-06, 8.22e-06, 2.76e-06, 3.20e-06, 8.68e-07, 2.97e-07, 1.63e-06, 2.11e-06, 2.95e-06, 1.71e-06, 1.51e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.56e-06, 2.54e-06, 8.22e-06, 2.76e-06, 3.20e-06, 8.68e-07, 2.97e-07, 1.63e-06, 2.11e-06, 2.95e-06, 1.71e-06, 1.51e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 38.093164 s
Training model...
Step Train loss Test loss Test metric
992000 [5.56e-06, 2.54e-06, 8.22e-06, 2.76e-06, 3.20e-06, 8.68e-07, 2.97e-07, 1.63e-06, 2.11e-06, 2.95e-06, 1.71e-06, 1.51e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.56e-06, 2.54e-06, 8.22e-06, 2.76e-06, 3.20e-06, 8.68e-07, 2.97e-07, 1.63e-06, 2.11e-06, 2.95e-06, 1.71e-06, 1.51e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
994000 [2.30e-06, 2.69e-06, 1.74e-06, 1.40e-06, 9.20e-07, 4.71e-07, 5.85e-08, 4.77e-07, 9.31e-07, 1.31e-06, 7.77e-07, 5.08e-06, 3.42e-07, 6.54e-08, 2.93e-10] [2.30e-06, 2.69e-06, 1.74e-06, 1.40e-06, 9.20e-07, 4.71e-07, 5.85e-08, 4.77e-07, 9.31e-07, 1.31e-06, 7.77e-07, 5.08e-06, 3.42e-07, 6.54e-08, 2.93e-10] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 37.687238 s
Training model...
Step Train loss Test loss Test metric
994000 [2.30e-06, 2.69e-06, 1.74e-06, 1.40e-06, 9.20e-07, 4.71e-07, 5.85e-08, 4.77e-07, 9.31e-07, 1.31e-06, 7.77e-07, 5.08e-06, 3.42e-07, 6.54e-08, 2.93e-10] [2.30e-06, 2.69e-06, 1.74e-06, 1.40e-06, 9.20e-07, 4.71e-07, 5.85e-08, 4.77e-07, 9.31e-07, 1.31e-06, 7.77e-07, 5.08e-06, 3.42e-07, 6.54e-08, 2.93e-10] []
996000 [9.27e-05, 1.44e-05, 6.31e-05, 3.16e-05, 4.91e-05, 4.01e-05, 3.89e-06, 2.60e-05, 3.62e-05, 4.22e-05, 2.60e-05, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00] [9.27e-05, 1.44e-05, 6.31e-05, 3.16e-05, 4.91e-05, 4.01e-05, 3.89e-06, 2.60e-05, 3.62e-05, 4.22e-05, 2.60e-05, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.199205 s
Training model...
Step Train loss Test loss Test metric
996000 [9.27e-05, 1.44e-05, 6.31e-05, 3.16e-05, 4.91e-05, 4.01e-05, 3.89e-06, 2.60e-05, 3.62e-05, 4.22e-05, 2.60e-05, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00] [9.27e-05, 1.44e-05, 6.31e-05, 3.16e-05, 4.91e-05, 4.01e-05, 3.89e-06, 2.60e-05, 3.62e-05, 4.22e-05, 2.60e-05, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
998000 [2.12e-06, 1.43e-06, 2.98e-06, 5.59e-07, 1.10e-06, 4.91e-07, 4.10e-07, 6.20e-07, 7.42e-07, 1.25e-06, 7.83e-07, 3.60e-06, 0.00e+00, 0.00e+00, 2.21e-09] [2.12e-06, 1.43e-06, 2.98e-06, 5.59e-07, 1.10e-06, 4.91e-07, 4.10e-07, 6.20e-07, 7.42e-07, 1.25e-06, 7.83e-07, 3.60e-06, 0.00e+00, 0.00e+00, 2.21e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 32.607372 s
Training model...
Step Train loss Test loss Test metric
998000 [2.12e-06, 1.43e-06, 2.98e-06, 5.59e-07, 1.10e-06, 4.91e-07, 4.10e-07, 6.20e-07, 7.42e-07, 1.25e-06, 7.83e-07, 3.60e-06, 0.00e+00, 0.00e+00, 2.21e-09] [2.12e-06, 1.43e-06, 2.98e-06, 5.59e-07, 1.10e-06, 4.91e-07, 4.10e-07, 6.20e-07, 7.42e-07, 1.25e-06, 7.83e-07, 3.60e-06, 0.00e+00, 0.00e+00, 2.21e-09] []
1000000 [3.27e-07, 1.76e-06, 1.63e-06, 7.56e-07, 6.29e-08, 5.41e-07, 3.02e-07, 5.62e-07, 1.85e-06, 9.08e-07, 1.25e-06, 7.14e-07, 4.13e-08, 0.00e+00, 0.00e+00] [3.27e-07, 1.76e-06, 1.63e-06, 7.56e-07, 6.29e-08, 5.41e-07, 3.02e-07, 5.62e-07, 1.85e-06, 9.08e-07, 1.25e-06, 7.14e-07, 4.13e-08, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.131597 s
Training model...
Step Train loss Test loss Test metric
1000000 [3.27e-07, 1.76e-06, 1.63e-06, 7.56e-07, 6.29e-08, 5.41e-07, 3.02e-07, 5.62e-07, 1.85e-06, 9.08e-07, 1.25e-06, 7.14e-07, 4.13e-08, 0.00e+00, 0.00e+00] [3.27e-07, 1.76e-06, 1.63e-06, 7.56e-07, 6.29e-08, 5.41e-07, 3.02e-07, 5.62e-07, 1.85e-06, 9.08e-07, 1.25e-06, 7.14e-07, 4.13e-08, 0.00e+00, 0.00e+00] []
1002000 [1.12e-05, 7.43e-06, 7.75e-06, 4.84e-06, 3.79e-06, 1.87e-06, 5.36e-07, 1.83e-06, 6.76e-06, 4.23e-06, 8.19e-06, 4.95e-05, 3.10e-06, 1.58e-07, 0.00e+00] [1.12e-05, 7.43e-06, 7.75e-06, 4.84e-06, 3.79e-06, 1.87e-06, 5.36e-07, 1.83e-06, 6.76e-06, 4.23e-06, 8.19e-06, 4.95e-05, 3.10e-06, 1.58e-07, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 30.447116 s
Training model...
Step Train loss Test loss Test metric
1002000 [1.12e-05, 7.43e-06, 7.75e-06, 4.84e-06, 3.79e-06, 1.87e-06, 5.36e-07, 1.83e-06, 6.76e-06, 4.23e-06, 8.19e-06, 4.95e-05, 3.10e-06, 1.58e-07, 0.00e+00] [1.12e-05, 7.43e-06, 7.75e-06, 4.84e-06, 3.79e-06, 1.87e-06, 5.36e-07, 1.83e-06, 6.76e-06, 4.23e-06, 8.19e-06, 4.95e-05, 3.10e-06, 1.58e-07, 0.00e+00] []
1004000 [5.13e-05, 1.91e-05, 3.36e-05, 2.58e-05, 2.17e-05, 3.50e-05, 1.27e-06, 3.65e-05, 9.80e-05, 1.88e-05, 5.07e-05, 4.31e-04, 1.43e-05, 5.89e-06, 0.00e+00] [5.13e-05, 1.91e-05, 3.36e-05, 2.58e-05, 2.17e-05, 3.50e-05, 1.27e-06, 3.65e-05, 9.80e-05, 1.88e-05, 5.07e-05, 4.31e-04, 1.43e-05, 5.89e-06, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 31.030816 s
Training model...
Step Train loss Test loss Test metric
1004000 [5.13e-05, 1.91e-05, 3.36e-05, 2.58e-05, 2.17e-05, 3.50e-05, 1.27e-06, 3.65e-05, 9.80e-05, 1.88e-05, 5.07e-05, 4.31e-04, 1.43e-05, 5.89e-06, 0.00e+00] [5.13e-05, 1.91e-05, 3.36e-05, 2.58e-05, 2.17e-05, 3.50e-05, 1.27e-06, 3.65e-05, 9.80e-05, 1.88e-05, 5.07e-05, 4.31e-04, 1.43e-05, 5.89e-06, 0.00e+00] []
1006000 [1.04e-05, 4.48e-06, 1.07e-05, 1.07e-05, 4.77e-07, 1.09e-05, 8.69e-05, 8.80e-06, 1.74e-05, 1.19e-06, 1.54e-05, 6.38e-05, 3.03e-07, 1.95e-06, 8.74e-06] [1.04e-05, 4.48e-06, 1.07e-05, 1.07e-05, 4.77e-07, 1.09e-05, 8.69e-05, 8.80e-06, 1.74e-05, 1.19e-06, 1.54e-05, 6.38e-05, 3.03e-07, 1.95e-06, 8.74e-06] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 38.660011 s
Training model...
Step Train loss Test loss Test metric
1006000 [1.04e-05, 4.48e-06, 1.07e-05, 1.07e-05, 4.77e-07, 1.09e-05, 8.69e-05, 8.80e-06, 1.74e-05, 1.19e-06, 1.54e-05, 6.38e-05, 3.03e-07, 1.95e-06, 8.74e-06] [1.04e-05, 4.48e-06, 1.07e-05, 1.07e-05, 4.77e-07, 1.09e-05, 8.69e-05, 8.80e-06, 1.74e-05, 1.19e-06, 1.54e-05, 6.38e-05, 3.03e-07, 1.95e-06, 8.74e-06] []
1008000 [1.30e-06, 2.16e-06, 1.06e-06, 1.54e-06, 6.75e-07, 2.29e-07, 9.61e-09, 1.80e-08, 3.77e-07, 1.42e-06, 5.28e-07, 1.82e-06, 1.32e-07, 2.92e-08, 2.63e-11] [1.30e-06, 2.16e-06, 1.06e-06, 1.54e-06, 6.75e-07, 2.29e-07, 9.61e-09, 1.80e-08, 3.77e-07, 1.42e-06, 5.28e-07, 1.82e-06, 1.32e-07, 2.92e-08, 2.63e-11] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.285280 s
Training model...
Step Train loss Test loss Test metric
1008000 [1.30e-06, 2.16e-06, 1.06e-06, 1.54e-06, 6.75e-07, 2.29e-07, 9.61e-09, 1.80e-08, 3.77e-07, 1.42e-06, 5.28e-07, 1.82e-06, 1.32e-07, 2.92e-08, 2.63e-11] [1.30e-06, 2.16e-06, 1.06e-06, 1.54e-06, 6.75e-07, 2.29e-07, 9.61e-09, 1.80e-08, 3.77e-07, 1.42e-06, 5.28e-07, 1.82e-06, 1.32e-07, 2.92e-08, 2.63e-11] []
1010000 [4.71e-07, 1.62e-06, 1.66e-06, 5.16e-07, 8.32e-08, 2.25e-09, 4.58e-08, 5.58e-08, 1.49e-07, 4.70e-07, 6.51e-07, 2.03e-07, 0.00e+00, 6.17e-12, 0.00e+00] [4.71e-07, 1.62e-06, 1.66e-06, 5.16e-07, 8.32e-08, 2.25e-09, 4.58e-08, 5.58e-08, 1.49e-07, 4.70e-07, 6.51e-07, 2.03e-07, 0.00e+00, 6.17e-12, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.402702 s
Training model...
Step Train loss Test loss Test metric
1010000 [4.71e-07, 1.62e-06, 1.66e-06, 5.16e-07, 8.32e-08, 2.25e-09, 4.58e-08, 5.58e-08, 1.49e-07, 4.70e-07, 6.51e-07, 2.03e-07, 0.00e+00, 6.17e-12, 0.00e+00] [4.71e-07, 1.62e-06, 1.66e-06, 5.16e-07, 8.32e-08, 2.25e-09, 4.58e-08, 5.58e-08, 1.49e-07, 4.70e-07, 6.51e-07, 2.03e-07, 0.00e+00, 6.17e-12, 0.00e+00] []
1012000 [2.56e-07, 1.91e-06, 1.62e-06, 4.35e-07, 6.26e-08, 2.35e-08, 1.78e-10, 5.41e-08, 2.19e-07, 4.95e-07, 7.85e-07, 9.11e-07, 0.00e+00, 0.00e+00, 0.00e+00] [2.56e-07, 1.91e-06, 1.62e-06, 4.35e-07, 6.26e-08, 2.35e-08, 1.78e-10, 5.41e-08, 2.19e-07, 4.95e-07, 7.85e-07, 9.11e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 34.688515 s
Training model...
Step Train loss Test loss Test metric
1012000 [2.56e-07, 1.91e-06, 1.62e-06, 4.35e-07, 6.26e-08, 2.35e-08, 1.78e-10, 5.41e-08, 2.19e-07, 4.95e-07, 7.85e-07, 9.11e-07, 0.00e+00, 0.00e+00, 0.00e+00] [2.56e-07, 1.91e-06, 1.62e-06, 4.35e-07, 6.26e-08, 2.35e-08, 1.78e-10, 5.41e-08, 2.19e-07, 4.95e-07, 7.85e-07, 9.11e-07, 0.00e+00, 0.00e+00, 0.00e+00] []
1014000 [5.54e-05, 1.22e-05, 3.70e-05, 2.95e-05, 2.75e-05, 4.11e-05, 9.88e-06, 3.55e-05, 4.98e-05, 2.03e-05, 3.17e-05, 2.87e-04, 1.18e-05, 7.83e-06, 1.32e-07] [5.54e-05, 1.22e-05, 3.70e-05, 2.95e-05, 2.75e-05, 4.11e-05, 9.88e-06, 3.55e-05, 4.98e-05, 2.03e-05, 3.17e-05, 2.87e-04, 1.18e-05, 7.83e-06, 1.32e-07] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 38.066765 s
Training model...
Step Train loss Test loss Test metric
1014000 [5.54e-05, 1.22e-05, 3.70e-05, 2.95e-05, 2.75e-05, 4.11e-05, 9.88e-06, 3.55e-05, 4.98e-05, 2.03e-05, 3.17e-05, 2.87e-04, 1.18e-05, 7.83e-06, 1.32e-07] [5.54e-05, 1.22e-05, 3.70e-05, 2.95e-05, 2.75e-05, 4.11e-05, 9.88e-06, 3.55e-05, 4.98e-05, 2.03e-05, 3.17e-05, 2.87e-04, 1.18e-05, 7.83e-06, 1.32e-07] []
1016000 [8.39e-06, 2.37e-06, 8.99e-06, 4.13e-06, 5.91e-06, 2.30e-06, 2.53e-07, 2.65e-06, 1.18e-05, 5.57e-06, 5.30e-06, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.39e-06, 2.37e-06, 8.99e-06, 4.13e-06, 5.91e-06, 2.30e-06, 2.53e-07, 2.65e-06, 1.18e-05, 5.57e-06, 5.30e-06, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.567117 s
Training model...
Step Train loss Test loss Test metric
1016000 [8.39e-06, 2.37e-06, 8.99e-06, 4.13e-06, 5.91e-06, 2.30e-06, 2.53e-07, 2.65e-06, 1.18e-05, 5.57e-06, 5.30e-06, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.39e-06, 2.37e-06, 8.99e-06, 4.13e-06, 5.91e-06, 2.30e-06, 2.53e-07, 2.65e-06, 1.18e-05, 5.57e-06, 5.30e-06, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1018000 [1.10e-04, 2.00e-05, 7.05e-05, 4.65e-05, 5.89e-05, 2.29e-05, 1.37e-06, 2.58e-05, 3.75e-05, 4.16e-05, 1.67e-05, 2.42e-04, 2.32e-05, 4.62e-06, 3.76e-09] [1.10e-04, 2.00e-05, 7.05e-05, 4.65e-05, 5.89e-05, 2.29e-05, 1.37e-06, 2.58e-05, 3.75e-05, 4.16e-05, 1.67e-05, 2.42e-04, 2.32e-05, 4.62e-06, 3.76e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 36.038461 s
Training model...
Step Train loss Test loss Test metric
1018000 [1.10e-04, 2.00e-05, 7.05e-05, 4.65e-05, 5.89e-05, 2.29e-05, 1.37e-06, 2.58e-05, 3.75e-05, 4.16e-05, 1.67e-05, 2.42e-04, 2.32e-05, 4.62e-06, 3.76e-09] [1.10e-04, 2.00e-05, 7.05e-05, 4.65e-05, 5.89e-05, 2.29e-05, 1.37e-06, 2.58e-05, 3.75e-05, 4.16e-05, 1.67e-05, 2.42e-04, 2.32e-05, 4.62e-06, 3.76e-09] []
1020000 [1.43e-06, 6.05e-06, 4.73e-06, 3.22e-06, 6.83e-07, 6.44e-07, 1.18e-06, 1.28e-06, 5.02e-06, 1.26e-05, 4.23e-06, 3.65e-05, 0.00e+00, 0.00e+00, 3.24e-09] [1.43e-06, 6.05e-06, 4.73e-06, 3.22e-06, 6.83e-07, 6.44e-07, 1.18e-06, 1.28e-06, 5.02e-06, 1.26e-05, 4.23e-06, 3.65e-05, 0.00e+00, 0.00e+00, 3.24e-09] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 28.497642 s
Training model...
Step Train loss Test loss Test metric
1020000 [1.43e-06, 6.05e-06, 4.73e-06, 3.22e-06, 6.83e-07, 6.44e-07, 1.18e-06, 1.28e-06, 5.02e-06, 1.26e-05, 4.23e-06, 3.65e-05, 0.00e+00, 0.00e+00, 3.24e-09] [1.43e-06, 6.05e-06, 4.73e-06, 3.22e-06, 6.83e-07, 6.44e-07, 1.18e-06, 1.28e-06, 5.02e-06, 1.26e-05, 4.23e-06, 3.65e-05, 0.00e+00, 0.00e+00, 3.24e-09] []
1022000 [6.73e-07, 1.63e-06, 1.78e-06, 4.66e-07, 2.91e-07, 9.53e-08, 9.32e-06, 1.13e-07, 3.27e-07, 7.75e-07, 4.78e-07, 1.62e-06, 0.00e+00, 0.00e+00, 2.55e-08] [6.73e-07, 1.63e-06, 1.78e-06, 4.66e-07, 2.91e-07, 9.53e-08, 9.32e-06, 1.13e-07, 3.27e-07, 7.75e-07, 4.78e-07, 1.62e-06, 0.00e+00, 0.00e+00, 2.55e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 35.393982 s
Training model...
Step Train loss Test loss Test metric
1022000 [6.73e-07, 1.63e-06, 1.78e-06, 4.66e-07, 2.91e-07, 9.53e-08, 9.32e-06, 1.13e-07, 3.27e-07, 7.75e-07, 4.78e-07, 1.62e-06, 0.00e+00, 0.00e+00, 2.55e-08] [6.73e-07, 1.63e-06, 1.78e-06, 4.66e-07, 2.91e-07, 9.53e-08, 9.32e-06, 1.13e-07, 3.27e-07, 7.75e-07, 4.78e-07, 1.62e-06, 0.00e+00, 0.00e+00, 2.55e-08] []
1024000 [1.00e-05, 4.49e-06, 7.78e-06, 6.71e-06, 2.01e-06, 7.06e-06, 2.69e-05, 4.49e-06, 1.05e-05, 2.15e-06, 6.36e-06, 4.43e-05, 9.84e-07, 8.36e-07, 7.38e-08] [1.00e-05, 4.49e-06, 7.78e-06, 6.71e-06, 2.01e-06, 7.06e-06, 2.69e-05, 4.49e-06, 1.05e-05, 2.15e-06, 6.36e-06, 4.43e-05, 9.84e-07, 8.36e-07, 7.38e-08] []
Best model at step 89976:
train loss: 3.14e-06
test loss: 3.14e-06
test metric: []
'train' took 38.973436 s
Training model...
Step Train loss Test loss Test metric
1024000 [1.00e-05, 4.49e-06, 7.78e-06, 6.71e-06, 2.01e-06, 7.06e-06, 2.69e-05, 4.49e-06, 1.05e-05, 2.15e-06, 6.36e-06, 4.43e-05, 9.84e-07, 8.36e-07, 7.38e-08] [1.00e-05, 4.49e-06, 7.78e-06, 6.71e-06, 2.01e-06, 7.06e-06, 2.69e-05, 4.49e-06, 1.05e-05, 2.15e-06, 6.36e-06, 4.43e-05, 9.84e-07, 8.36e-07, 7.38e-08] []
1026000 [1.22e-06, 7.45e-07, 1.64e-06, 4.75e-07, 4.31e-07, 1.07e-07, 1.60e-08, 9.26e-08, 3.59e-07, 6.64e-07, 4.17e-07, 2.13e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.22e-06, 7.45e-07, 1.64e-06, 4.75e-07, 4.31e-07, 1.07e-07, 1.60e-08, 9.26e-08, 3.59e-07, 6.64e-07, 4.17e-07, 2.13e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1025836:
train loss: 2.22e-06
test loss: 2.22e-06
test metric: []
'train' took 40.894068 s
Best train step: 1025836
alpha: 0.23003235459
beta: 0.14724330604
kappa: 0.50839322805
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1026000 [1.22e-06, 7.45e-07, 1.64e-06, 4.75e-07, 4.31e-07, 1.07e-07, 1.60e-08, 9.26e-08, 3.59e-07, 6.64e-07, 4.17e-07, 2.13e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.22e-06, 7.45e-07, 1.64e-06, 4.75e-07, 4.31e-07, 1.07e-07, 1.60e-08, 9.26e-08, 3.59e-07, 6.64e-07, 4.17e-07, 2.13e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1028000 [1.72e-05, 8.15e-06, 1.40e-05, 3.09e-06, 2.95e-06, 2.28e-06, 7.00e-06, 6.29e-06, 2.34e-05, 1.18e-05, 1.81e-05, 1.28e-04, 8.87e-06, 1.10e-07, 0.00e+00] [1.72e-05, 8.15e-06, 1.40e-05, 3.09e-06, 2.95e-06, 2.28e-06, 7.00e-06, 6.29e-06, 2.34e-05, 1.18e-05, 1.81e-05, 1.28e-04, 8.87e-06, 1.10e-07, 0.00e+00] []
Best model at step 1025836:
train loss: 2.22e-06
test loss: 2.22e-06
test metric: []
'train' took 39.840594 s
Training model...
Step Train loss Test loss Test metric
1028000 [1.72e-05, 8.15e-06, 1.40e-05, 3.09e-06, 2.95e-06, 2.28e-06, 7.00e-06, 6.29e-06, 2.34e-05, 1.18e-05, 1.81e-05, 1.28e-04, 8.87e-06, 1.10e-07, 0.00e+00] [1.72e-05, 8.15e-06, 1.40e-05, 3.09e-06, 2.95e-06, 2.28e-06, 7.00e-06, 6.29e-06, 2.34e-05, 1.18e-05, 1.81e-05, 1.28e-04, 8.87e-06, 1.10e-07, 0.00e+00] []
1030000 [4.62e-07, 3.31e-07, 7.21e-07, 3.63e-07, 2.54e-07, 1.41e-07, 1.06e-05, 1.83e-08, 9.82e-07, 5.50e-07, 1.26e-06, 3.38e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.62e-07, 3.31e-07, 7.21e-07, 3.63e-07, 2.54e-07, 1.41e-07, 1.06e-05, 1.83e-08, 9.82e-07, 5.50e-07, 1.26e-06, 3.38e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1028423:
train loss: 1.55e-06
test loss: 1.55e-06
test metric: []
'train' took 36.712349 s
Best train step: 1028423
alpha: 0.21602442861
beta: 0.12362823635
kappa: 0.25053015351
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1030000 [4.62e-07, 3.31e-07, 7.21e-07, 3.63e-07, 2.54e-07, 1.41e-07, 1.06e-05, 1.83e-08, 9.82e-07, 5.50e-07, 1.26e-06, 3.38e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.62e-07, 3.31e-07, 7.21e-07, 3.63e-07, 2.54e-07, 1.41e-07, 1.06e-05, 1.83e-08, 9.82e-07, 5.50e-07, 1.26e-06, 3.38e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1032000 [2.87e-06, 6.26e-07, 1.85e-06, 3.82e-07, 1.29e-06, 1.78e-06, 4.94e-06, 1.78e-06, 4.21e-06, 2.65e-06, 1.49e-06, 1.52e-05, 0.00e+00, 0.00e+00, 1.35e-08] [2.87e-06, 6.26e-07, 1.85e-06, 3.82e-07, 1.29e-06, 1.78e-06, 4.94e-06, 1.78e-06, 4.21e-06, 2.65e-06, 1.49e-06, 1.52e-05, 0.00e+00, 0.00e+00, 1.35e-08] []
Best model at step 1031673:
train loss: 4.93e-07
test loss: 4.93e-07
test metric: []
'train' took 31.158385 s
Best train step: 1031673
alpha: 0.22017914057
beta: 0.11236095428
kappa: 0.071792945266
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1032000 [2.87e-06, 6.26e-07, 1.85e-06, 3.82e-07, 1.29e-06, 1.78e-06, 4.94e-06, 1.78e-06, 4.21e-06, 2.65e-06, 1.49e-06, 1.52e-05, 0.00e+00, 0.00e+00, 1.35e-08] [2.87e-06, 6.26e-07, 1.85e-06, 3.82e-07, 1.29e-06, 1.78e-06, 4.94e-06, 1.78e-06, 4.21e-06, 2.65e-06, 1.49e-06, 1.52e-05, 0.00e+00, 0.00e+00, 1.35e-08] []
1034000 [1.36e-05, 3.53e-06, 7.74e-06, 1.70e-07, 9.35e-06, 9.62e-06, 1.46e-05, 1.12e-05, 9.44e-06, 9.18e-06, 9.03e-06, 6.21e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.36e-05, 3.53e-06, 7.74e-06, 1.70e-07, 9.35e-06, 9.62e-06, 1.46e-05, 1.12e-05, 9.44e-06, 9.18e-06, 9.03e-06, 6.21e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1031673:
train loss: 4.93e-07
test loss: 4.93e-07
test metric: []
'train' took 38.903767 s
Training model...
Step Train loss Test loss Test metric
1034000 [1.36e-05, 3.53e-06, 7.74e-06, 1.70e-07, 9.35e-06, 9.62e-06, 1.46e-05, 1.12e-05, 9.44e-06, 9.18e-06, 9.03e-06, 6.21e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.36e-05, 3.53e-06, 7.74e-06, 1.70e-07, 9.35e-06, 9.62e-06, 1.46e-05, 1.12e-05, 9.44e-06, 9.18e-06, 9.03e-06, 6.21e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1036000 [5.24e-05, 1.02e-05, 3.12e-05, 1.71e-06, 1.94e-05, 2.32e-05, 4.11e-05, 1.26e-05, 5.08e-05, 1.05e-05, 3.37e-05, 2.56e-04, 7.99e-06, 3.23e-06, 0.00e+00] [5.24e-05, 1.02e-05, 3.12e-05, 1.71e-06, 1.94e-05, 2.32e-05, 4.11e-05, 1.26e-05, 5.08e-05, 1.05e-05, 3.37e-05, 2.56e-04, 7.99e-06, 3.23e-06, 0.00e+00] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 39.917687 s
Best train step: 1034409
alpha: 0.21999180317
beta: 0.11177631468
kappa: 0.072415918112
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1036000 [5.24e-05, 1.02e-05, 3.12e-05, 1.71e-06, 1.94e-05, 2.32e-05, 4.11e-05, 1.26e-05, 5.08e-05, 1.05e-05, 3.37e-05, 2.56e-04, 7.99e-06, 3.23e-06, 0.00e+00] [5.24e-05, 1.02e-05, 3.12e-05, 1.71e-06, 1.94e-05, 2.32e-05, 4.11e-05, 1.26e-05, 5.08e-05, 1.05e-05, 3.37e-05, 2.56e-04, 7.99e-06, 3.23e-06, 0.00e+00] []
1038000 [1.95e-05, 1.14e-05, 2.44e-05, 2.79e-06, 1.96e-05, 8.42e-06, 9.81e-07, 1.58e-05, 1.09e-05, 1.90e-05, 1.03e-05, 9.06e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.95e-05, 1.14e-05, 2.44e-05, 2.79e-06, 1.96e-05, 8.42e-06, 9.81e-07, 1.58e-05, 1.09e-05, 1.90e-05, 1.03e-05, 9.06e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 34.938679 s
Training model...
Step Train loss Test loss Test metric
1038000 [1.95e-05, 1.14e-05, 2.44e-05, 2.79e-06, 1.96e-05, 8.42e-06, 9.81e-07, 1.58e-05, 1.09e-05, 1.90e-05, 1.03e-05, 9.06e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.95e-05, 1.14e-05, 2.44e-05, 2.79e-06, 1.96e-05, 8.42e-06, 9.81e-07, 1.58e-05, 1.09e-05, 1.90e-05, 1.03e-05, 9.06e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1040000 [7.05e-06, 1.68e-06, 4.95e-06, 1.26e-06, 4.12e-06, 2.17e-06, 4.32e-06, 2.25e-06, 3.85e-06, 3.05e-06, 1.73e-06, 1.83e-05, 0.00e+00, 0.00e+00, 0.00e+00] [7.05e-06, 1.68e-06, 4.95e-06, 1.26e-06, 4.12e-06, 2.17e-06, 4.32e-06, 2.25e-06, 3.85e-06, 3.05e-06, 1.73e-06, 1.83e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 33.878270 s
Training model...
Step Train loss Test loss Test metric
1040000 [7.05e-06, 1.68e-06, 4.95e-06, 1.26e-06, 4.12e-06, 2.17e-06, 4.32e-06, 2.25e-06, 3.85e-06, 3.05e-06, 1.73e-06, 1.83e-05, 0.00e+00, 0.00e+00, 0.00e+00] [7.05e-06, 1.68e-06, 4.95e-06, 1.26e-06, 4.12e-06, 2.17e-06, 4.32e-06, 2.25e-06, 3.85e-06, 3.05e-06, 1.73e-06, 1.83e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1042000 [2.29e-05, 6.34e-06, 1.21e-05, 4.88e-07, 1.49e-05, 1.10e-05, 3.83e-06, 8.87e-06, 8.13e-06, 1.28e-05, 7.21e-06, 7.52e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.29e-05, 6.34e-06, 1.21e-05, 4.88e-07, 1.49e-05, 1.10e-05, 3.83e-06, 8.87e-06, 8.13e-06, 1.28e-05, 7.21e-06, 7.52e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 29.860691 s
Training model...
Step Train loss Test loss Test metric
1042000 [2.29e-05, 6.34e-06, 1.21e-05, 4.88e-07, 1.49e-05, 1.10e-05, 3.83e-06, 8.87e-06, 8.13e-06, 1.28e-05, 7.21e-06, 7.52e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.29e-05, 6.34e-06, 1.21e-05, 4.88e-07, 1.49e-05, 1.10e-05, 3.83e-06, 8.87e-06, 8.13e-06, 1.28e-05, 7.21e-06, 7.52e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1044000 [4.45e-06, 1.33e-06, 2.50e-06, 1.84e-07, 2.01e-06, 1.10e-06, 8.00e-07, 1.36e-06, 1.95e-06, 1.60e-06, 1.20e-06, 1.13e-05, 8.10e-07, 1.96e-07, 2.19e-09] [4.45e-06, 1.33e-06, 2.50e-06, 1.84e-07, 2.01e-06, 1.10e-06, 8.00e-07, 1.36e-06, 1.95e-06, 1.60e-06, 1.20e-06, 1.13e-05, 8.10e-07, 1.96e-07, 2.19e-09] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 33.770340 s
Training model...
Step Train loss Test loss Test metric
1044000 [4.45e-06, 1.33e-06, 2.50e-06, 1.84e-07, 2.01e-06, 1.10e-06, 8.00e-07, 1.36e-06, 1.95e-06, 1.60e-06, 1.20e-06, 1.13e-05, 8.10e-07, 1.96e-07, 2.19e-09] [4.45e-06, 1.33e-06, 2.50e-06, 1.84e-07, 2.01e-06, 1.10e-06, 8.00e-07, 1.36e-06, 1.95e-06, 1.60e-06, 1.20e-06, 1.13e-05, 8.10e-07, 1.96e-07, 2.19e-09] []
1046000 [5.29e-06, 1.54e-06, 2.93e-06, 2.04e-07, 3.61e-06, 2.58e-06, 1.17e-06, 3.47e-06, 4.54e-06, 5.76e-06, 3.17e-06, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.29e-06, 1.54e-06, 2.93e-06, 2.04e-07, 3.61e-06, 2.58e-06, 1.17e-06, 3.47e-06, 4.54e-06, 5.76e-06, 3.17e-06, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 34.338038 s
Training model...
Step Train loss Test loss Test metric
1046000 [5.29e-06, 1.54e-06, 2.93e-06, 2.04e-07, 3.61e-06, 2.58e-06, 1.17e-06, 3.47e-06, 4.54e-06, 5.76e-06, 3.17e-06, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.29e-06, 1.54e-06, 2.93e-06, 2.04e-07, 3.61e-06, 2.58e-06, 1.17e-06, 3.47e-06, 4.54e-06, 5.76e-06, 3.17e-06, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1048000 [5.29e-05, 1.69e-05, 2.54e-05, 1.81e-06, 3.15e-05, 2.34e-05, 1.11e-05, 1.34e-05, 8.97e-06, 2.05e-05, 2.02e-05, 1.29e-04, 1.22e-05, 2.98e-06, 0.00e+00] [5.29e-05, 1.69e-05, 2.54e-05, 1.81e-06, 3.15e-05, 2.34e-05, 1.11e-05, 1.34e-05, 8.97e-06, 2.05e-05, 2.02e-05, 1.29e-04, 1.22e-05, 2.98e-06, 0.00e+00] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 33.865685 s
Training model...
Step Train loss Test loss Test metric
1048000 [5.29e-05, 1.69e-05, 2.54e-05, 1.81e-06, 3.15e-05, 2.34e-05, 1.11e-05, 1.34e-05, 8.97e-06, 2.05e-05, 2.02e-05, 1.29e-04, 1.22e-05, 2.98e-06, 0.00e+00] [5.29e-05, 1.69e-05, 2.54e-05, 1.81e-06, 3.15e-05, 2.34e-05, 1.11e-05, 1.34e-05, 8.97e-06, 2.05e-05, 2.02e-05, 1.29e-04, 1.22e-05, 2.98e-06, 0.00e+00] []
1050000 [1.75e-05, 4.63e-06, 1.08e-05, 1.73e-06, 6.60e-06, 2.57e-05, 6.04e-08, 2.79e-05, 4.13e-05, 3.17e-06, 1.11e-05, 8.90e-05, 1.39e-06, 3.45e-06, 1.66e-10] [1.75e-05, 4.63e-06, 1.08e-05, 1.73e-06, 6.60e-06, 2.57e-05, 6.04e-08, 2.79e-05, 4.13e-05, 3.17e-06, 1.11e-05, 8.90e-05, 1.39e-06, 3.45e-06, 1.66e-10] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 31.591420 s
Training model...
Step Train loss Test loss Test metric
1050000 [1.75e-05, 4.63e-06, 1.08e-05, 1.73e-06, 6.60e-06, 2.57e-05, 6.04e-08, 2.79e-05, 4.13e-05, 3.17e-06, 1.11e-05, 8.90e-05, 1.39e-06, 3.45e-06, 1.66e-10] [1.75e-05, 4.63e-06, 1.08e-05, 1.73e-06, 6.60e-06, 2.57e-05, 6.04e-08, 2.79e-05, 4.13e-05, 3.17e-06, 1.11e-05, 8.90e-05, 1.39e-06, 3.45e-06, 1.66e-10] []
1052000 [1.73e-05, 4.74e-06, 8.58e-06, 5.45e-07, 1.01e-05, 1.60e-05, 1.66e-05, 8.21e-06, 4.13e-06, 1.10e-05, 8.69e-06, 6.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.73e-05, 4.74e-06, 8.58e-06, 5.45e-07, 1.01e-05, 1.60e-05, 1.66e-05, 8.21e-06, 4.13e-06, 1.10e-05, 8.69e-06, 6.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 35.994226 s
Training model...
Step Train loss Test loss Test metric
1052000 [1.73e-05, 4.74e-06, 8.58e-06, 5.45e-07, 1.01e-05, 1.60e-05, 1.66e-05, 8.21e-06, 4.13e-06, 1.10e-05, 8.69e-06, 6.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.73e-05, 4.74e-06, 8.58e-06, 5.45e-07, 1.01e-05, 1.60e-05, 1.66e-05, 8.21e-06, 4.13e-06, 1.10e-05, 8.69e-06, 6.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1054000 [4.15e-07, 3.79e-07, 4.47e-07, 2.24e-07, 3.24e-09, 8.44e-09, 1.94e-06, 1.78e-09, 2.44e-07, 4.70e-07, 2.86e-07, 2.23e-07, 0.00e+00, 1.53e-08, 5.31e-09] [4.15e-07, 3.79e-07, 4.47e-07, 2.24e-07, 3.24e-09, 8.44e-09, 1.94e-06, 1.78e-09, 2.44e-07, 4.70e-07, 2.86e-07, 2.23e-07, 0.00e+00, 1.53e-08, 5.31e-09] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 37.065698 s
Training model...
Step Train loss Test loss Test metric
1054000 [4.15e-07, 3.79e-07, 4.47e-07, 2.24e-07, 3.24e-09, 8.44e-09, 1.94e-06, 1.78e-09, 2.44e-07, 4.70e-07, 2.86e-07, 2.23e-07, 0.00e+00, 1.53e-08, 5.31e-09] [4.15e-07, 3.79e-07, 4.47e-07, 2.24e-07, 3.24e-09, 8.44e-09, 1.94e-06, 1.78e-09, 2.44e-07, 4.70e-07, 2.86e-07, 2.23e-07, 0.00e+00, 1.53e-08, 5.31e-09] []
1056000 [7.48e-07, 5.40e-07, 8.80e-07, 1.66e-07, 6.49e-08, 6.10e-07, 5.49e-05, 3.28e-07, 6.82e-07, 5.42e-07, 9.74e-07, 2.03e-06, 2.07e-09, 0.00e+00, 1.50e-07] [7.48e-07, 5.40e-07, 8.80e-07, 1.66e-07, 6.49e-08, 6.10e-07, 5.49e-05, 3.28e-07, 6.82e-07, 5.42e-07, 9.74e-07, 2.03e-06, 2.07e-09, 0.00e+00, 1.50e-07] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 35.673548 s
Training model...
Step Train loss Test loss Test metric
1056000 [7.48e-07, 5.40e-07, 8.80e-07, 1.66e-07, 6.49e-08, 6.10e-07, 5.49e-05, 3.28e-07, 6.82e-07, 5.42e-07, 9.74e-07, 2.03e-06, 2.07e-09, 0.00e+00, 1.50e-07] [7.48e-07, 5.40e-07, 8.80e-07, 1.66e-07, 6.49e-08, 6.10e-07, 5.49e-05, 3.28e-07, 6.82e-07, 5.42e-07, 9.74e-07, 2.03e-06, 2.07e-09, 0.00e+00, 1.50e-07] []
1058000 [1.84e-07, 2.68e-07, 6.45e-07, 1.47e-07, 2.77e-09, 7.20e-08, 2.20e-07, 1.68e-07, 1.95e-06, 4.90e-07, 1.96e-06, 6.76e-07, 2.60e-09, 0.00e+00, 6.03e-10] [1.84e-07, 2.68e-07, 6.45e-07, 1.47e-07, 2.77e-09, 7.20e-08, 2.20e-07, 1.68e-07, 1.95e-06, 4.90e-07, 1.96e-06, 6.76e-07, 2.60e-09, 0.00e+00, 6.03e-10] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 37.445928 s
Training model...
Step Train loss Test loss Test metric
1058000 [1.84e-07, 2.68e-07, 6.45e-07, 1.47e-07, 2.77e-09, 7.20e-08, 2.20e-07, 1.68e-07, 1.95e-06, 4.90e-07, 1.96e-06, 6.76e-07, 2.60e-09, 0.00e+00, 6.03e-10] [1.84e-07, 2.68e-07, 6.45e-07, 1.47e-07, 2.77e-09, 7.20e-08, 2.20e-07, 1.68e-07, 1.95e-06, 4.90e-07, 1.96e-06, 6.76e-07, 2.60e-09, 0.00e+00, 6.03e-10] []
1060000 [1.07e-05, 2.56e-06, 5.96e-06, 1.01e-07, 6.66e-06, 5.62e-06, 2.18e-06, 4.26e-06, 4.27e-06, 6.58e-06, 3.52e-06, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.07e-05, 2.56e-06, 5.96e-06, 1.01e-07, 6.66e-06, 5.62e-06, 2.18e-06, 4.26e-06, 4.27e-06, 6.58e-06, 3.52e-06, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1034409:
train loss: 3.65e-07
test loss: 3.65e-07
test metric: []
'train' took 37.226972 s
Training model...
Step Train loss Test loss Test metric
1060000 [1.07e-05, 2.56e-06, 5.96e-06, 1.01e-07, 6.66e-06, 5.62e-06, 2.18e-06, 4.26e-06, 4.27e-06, 6.58e-06, 3.52e-06, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.07e-05, 2.56e-06, 5.96e-06, 1.01e-07, 6.66e-06, 5.62e-06, 2.18e-06, 4.26e-06, 4.27e-06, 6.58e-06, 3.52e-06, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1062000 [3.07e-05, 9.49e-06, 1.66e-05, 1.49e-06, 9.56e-06, 4.57e-05, 3.56e-05, 2.53e-05, 4.72e-05, 7.68e-06, 4.72e-05, 2.65e-04, 5.36e-06, 3.97e-06, 9.77e-08] [3.07e-05, 9.49e-06, 1.66e-05, 1.49e-06, 9.56e-06, 4.57e-05, 3.56e-05, 2.53e-05, 4.72e-05, 7.68e-06, 4.72e-05, 2.65e-04, 5.36e-06, 3.97e-06, 9.77e-08] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 37.996769 s
Best train step: 1061455
alpha: 0.22014184296
beta: 0.11142999679
kappa: 0.049188826233
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1062000 [3.07e-05, 9.49e-06, 1.66e-05, 1.49e-06, 9.56e-06, 4.57e-05, 3.56e-05, 2.53e-05, 4.72e-05, 7.68e-06, 4.72e-05, 2.65e-04, 5.36e-06, 3.97e-06, 9.77e-08] [3.07e-05, 9.49e-06, 1.66e-05, 1.49e-06, 9.56e-06, 4.57e-05, 3.56e-05, 2.53e-05, 4.72e-05, 7.68e-06, 4.72e-05, 2.65e-04, 5.36e-06, 3.97e-06, 9.77e-08] []
1064000 [6.25e-07, 3.51e-06, 1.95e-06, 7.48e-07, 8.40e-08, 2.29e-07, 2.78e-12, 2.19e-08, 6.42e-07, 1.95e-06, 1.01e-06, 9.42e-08, 1.23e-09, 6.27e-10, 0.00e+00] [6.25e-07, 3.51e-06, 1.95e-06, 7.48e-07, 8.40e-08, 2.29e-07, 2.78e-12, 2.19e-08, 6.42e-07, 1.95e-06, 1.01e-06, 9.42e-08, 1.23e-09, 6.27e-10, 0.00e+00] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 35.810652 s
Training model...
Step Train loss Test loss Test metric
1064000 [6.25e-07, 3.51e-06, 1.95e-06, 7.48e-07, 8.40e-08, 2.29e-07, 2.78e-12, 2.19e-08, 6.42e-07, 1.95e-06, 1.01e-06, 9.42e-08, 1.23e-09, 6.27e-10, 0.00e+00] [6.25e-07, 3.51e-06, 1.95e-06, 7.48e-07, 8.40e-08, 2.29e-07, 2.78e-12, 2.19e-08, 6.42e-07, 1.95e-06, 1.01e-06, 9.42e-08, 1.23e-09, 6.27e-10, 0.00e+00] []
1066000 [4.47e-06, 1.32e-06, 3.43e-06, 1.18e-07, 2.28e-06, 7.73e-07, 2.40e-06, 1.18e-06, 4.41e-06, 3.89e-06, 2.06e-06, 1.74e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.47e-06, 1.32e-06, 3.43e-06, 1.18e-07, 2.28e-06, 7.73e-07, 2.40e-06, 1.18e-06, 4.41e-06, 3.89e-06, 2.06e-06, 1.74e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 35.679137 s
Training model...
Step Train loss Test loss Test metric
1066000 [4.47e-06, 1.32e-06, 3.43e-06, 1.18e-07, 2.28e-06, 7.73e-07, 2.40e-06, 1.18e-06, 4.41e-06, 3.89e-06, 2.06e-06, 1.74e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.47e-06, 1.32e-06, 3.43e-06, 1.18e-07, 2.28e-06, 7.73e-07, 2.40e-06, 1.18e-06, 4.41e-06, 3.89e-06, 2.06e-06, 1.74e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1068000 [4.33e-05, 1.10e-05, 2.17e-05, 6.15e-07, 2.72e-05, 2.86e-05, 1.45e-05, 1.88e-05, 1.90e-05, 2.53e-05, 2.16e-05, 1.82e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.33e-05, 1.10e-05, 2.17e-05, 6.15e-07, 2.72e-05, 2.86e-05, 1.45e-05, 1.88e-05, 1.90e-05, 2.53e-05, 2.16e-05, 1.82e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 35.891084 s
Training model...
Step Train loss Test loss Test metric
1068000 [4.33e-05, 1.10e-05, 2.17e-05, 6.15e-07, 2.72e-05, 2.86e-05, 1.45e-05, 1.88e-05, 1.90e-05, 2.53e-05, 2.16e-05, 1.82e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.33e-05, 1.10e-05, 2.17e-05, 6.15e-07, 2.72e-05, 2.86e-05, 1.45e-05, 1.88e-05, 1.90e-05, 2.53e-05, 2.16e-05, 1.82e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1070000 [7.04e-06, 3.01e-06, 5.35e-06, 4.61e-07, 2.94e-06, 2.47e-06, 2.04e-05, 5.35e-06, 9.48e-06, 1.87e-06, 3.53e-06, 2.29e-05, 9.78e-07, 1.02e-06, 5.60e-08] [7.04e-06, 3.01e-06, 5.35e-06, 4.61e-07, 2.94e-06, 2.47e-06, 2.04e-05, 5.35e-06, 9.48e-06, 1.87e-06, 3.53e-06, 2.29e-05, 9.78e-07, 1.02e-06, 5.60e-08] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 36.013435 s
Training model...
Step Train loss Test loss Test metric
1070000 [7.04e-06, 3.01e-06, 5.35e-06, 4.61e-07, 2.94e-06, 2.47e-06, 2.04e-05, 5.35e-06, 9.48e-06, 1.87e-06, 3.53e-06, 2.29e-05, 9.78e-07, 1.02e-06, 5.60e-08] [7.04e-06, 3.01e-06, 5.35e-06, 4.61e-07, 2.94e-06, 2.47e-06, 2.04e-05, 5.35e-06, 9.48e-06, 1.87e-06, 3.53e-06, 2.29e-05, 9.78e-07, 1.02e-06, 5.60e-08] []
1072000 [2.11e-05, 6.67e-06, 1.16e-05, 1.27e-06, 9.04e-06, 9.04e-06, 2.10e-06, 8.51e-06, 2.23e-05, 6.62e-06, 1.35e-05, 1.14e-04, 4.67e-06, 1.40e-06, 0.00e+00] [2.11e-05, 6.67e-06, 1.16e-05, 1.27e-06, 9.04e-06, 9.04e-06, 2.10e-06, 8.51e-06, 2.23e-05, 6.62e-06, 1.35e-05, 1.14e-04, 4.67e-06, 1.40e-06, 0.00e+00] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 35.947135 s
Training model...
Step Train loss Test loss Test metric
1072000 [2.11e-05, 6.67e-06, 1.16e-05, 1.27e-06, 9.04e-06, 9.04e-06, 2.10e-06, 8.51e-06, 2.23e-05, 6.62e-06, 1.35e-05, 1.14e-04, 4.67e-06, 1.40e-06, 0.00e+00] [2.11e-05, 6.67e-06, 1.16e-05, 1.27e-06, 9.04e-06, 9.04e-06, 2.10e-06, 8.51e-06, 2.23e-05, 6.62e-06, 1.35e-05, 1.14e-04, 4.67e-06, 1.40e-06, 0.00e+00] []
1074000 [4.76e-06, 2.07e-06, 2.48e-06, 2.10e-07, 1.50e-06, 1.08e-06, 1.31e-05, 9.38e-07, 3.66e-06, 1.15e-06, 1.61e-06, 1.53e-05, 6.55e-07, 3.55e-08, 3.58e-08] [4.76e-06, 2.07e-06, 2.48e-06, 2.10e-07, 1.50e-06, 1.08e-06, 1.31e-05, 9.38e-07, 3.66e-06, 1.15e-06, 1.61e-06, 1.53e-05, 6.55e-07, 3.55e-08, 3.58e-08] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 34.493372 s
Training model...
Step Train loss Test loss Test metric
1074000 [4.76e-06, 2.07e-06, 2.48e-06, 2.10e-07, 1.50e-06, 1.08e-06, 1.31e-05, 9.38e-07, 3.66e-06, 1.15e-06, 1.61e-06, 1.53e-05, 6.55e-07, 3.55e-08, 3.58e-08] [4.76e-06, 2.07e-06, 2.48e-06, 2.10e-07, 1.50e-06, 1.08e-06, 1.31e-05, 9.38e-07, 3.66e-06, 1.15e-06, 1.61e-06, 1.53e-05, 6.55e-07, 3.55e-08, 3.58e-08] []
1076000 [5.32e-06, 1.55e-06, 3.32e-06, 6.10e-08, 2.31e-06, 1.74e-06, 1.90e-06, 1.45e-06, 3.94e-06, 1.77e-06, 1.54e-06, 1.93e-05, 1.02e-06, 4.26e-08, 5.20e-09] [5.32e-06, 1.55e-06, 3.32e-06, 6.10e-08, 2.31e-06, 1.74e-06, 1.90e-06, 1.45e-06, 3.94e-06, 1.77e-06, 1.54e-06, 1.93e-05, 1.02e-06, 4.26e-08, 5.20e-09] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 34.530494 s
Training model...
Step Train loss Test loss Test metric
1076000 [5.32e-06, 1.55e-06, 3.32e-06, 6.10e-08, 2.31e-06, 1.74e-06, 1.90e-06, 1.45e-06, 3.94e-06, 1.77e-06, 1.54e-06, 1.93e-05, 1.02e-06, 4.26e-08, 5.20e-09] [5.32e-06, 1.55e-06, 3.32e-06, 6.10e-08, 2.31e-06, 1.74e-06, 1.90e-06, 1.45e-06, 3.94e-06, 1.77e-06, 1.54e-06, 1.93e-05, 1.02e-06, 4.26e-08, 5.20e-09] []
1078000 [1.83e-05, 4.96e-06, 1.18e-05, 1.17e-06, 4.74e-06, 6.86e-06, 1.19e-06, 5.28e-06, 2.38e-05, 3.04e-06, 1.61e-05, 1.05e-04, 1.85e-06, 1.10e-06, 0.00e+00] [1.83e-05, 4.96e-06, 1.18e-05, 1.17e-06, 4.74e-06, 6.86e-06, 1.19e-06, 5.28e-06, 2.38e-05, 3.04e-06, 1.61e-05, 1.05e-04, 1.85e-06, 1.10e-06, 0.00e+00] []
Best model at step 1061455:
train loss: 2.32e-07
test loss: 2.32e-07
test metric: []
'train' took 36.424164 s
Training model...
Step Train loss Test loss Test metric
1078000 [1.83e-05, 4.96e-06, 1.18e-05, 1.17e-06, 4.74e-06, 6.86e-06, 1.19e-06, 5.28e-06, 2.38e-05, 3.04e-06, 1.61e-05, 1.05e-04, 1.85e-06, 1.10e-06, 0.00e+00] [1.83e-05, 4.96e-06, 1.18e-05, 1.17e-06, 4.74e-06, 6.86e-06, 1.19e-06, 5.28e-06, 2.38e-05, 3.04e-06, 1.61e-05, 1.05e-04, 1.85e-06, 1.10e-06, 0.00e+00] []
1080000 [7.09e-08, 8.86e-08, 1.24e-07, 4.24e-08, 1.10e-08, 1.49e-08, 4.50e-14, 1.80e-09, 6.53e-08, 5.51e-08, 1.68e-07, 1.23e-07, 7.93e-10, 1.35e-10, 1.23e-16] [7.09e-08, 8.86e-08, 1.24e-07, 4.24e-08, 1.10e-08, 1.49e-08, 4.50e-14, 1.80e-09, 6.53e-08, 5.51e-08, 1.68e-07, 1.23e-07, 7.93e-10, 1.35e-10, 1.23e-16] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.161856 s
Best train step: 1079897
alpha: 0.21980887651
beta: 0.10970002413
kappa: -0.012434460223
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1080000 [7.09e-08, 8.86e-08, 1.24e-07, 4.24e-08, 1.10e-08, 1.49e-08, 4.50e-14, 1.80e-09, 6.53e-08, 5.51e-08, 1.68e-07, 1.23e-07, 7.93e-10, 1.35e-10, 1.23e-16] [7.09e-08, 8.86e-08, 1.24e-07, 4.24e-08, 1.10e-08, 1.49e-08, 4.50e-14, 1.80e-09, 6.53e-08, 5.51e-08, 1.68e-07, 1.23e-07, 7.93e-10, 1.35e-10, 1.23e-16] []
1082000 [8.24e-06, 2.38e-06, 5.87e-06, 9.24e-07, 5.03e-06, 7.93e-06, 4.91e-07, 3.63e-06, 4.65e-06, 9.17e-06, 4.27e-06, 4.87e-05, 0.00e+00, 0.00e+00, 1.34e-09] [8.24e-06, 2.38e-06, 5.87e-06, 9.24e-07, 5.03e-06, 7.93e-06, 4.91e-07, 3.63e-06, 4.65e-06, 9.17e-06, 4.27e-06, 4.87e-05, 0.00e+00, 0.00e+00, 1.34e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.894253 s
Training model...
Step Train loss Test loss Test metric
1082000 [8.24e-06, 2.38e-06, 5.87e-06, 9.24e-07, 5.03e-06, 7.93e-06, 4.91e-07, 3.63e-06, 4.65e-06, 9.17e-06, 4.27e-06, 4.87e-05, 0.00e+00, 0.00e+00, 1.34e-09] [8.24e-06, 2.38e-06, 5.87e-06, 9.24e-07, 5.03e-06, 7.93e-06, 4.91e-07, 3.63e-06, 4.65e-06, 9.17e-06, 4.27e-06, 4.87e-05, 0.00e+00, 0.00e+00, 1.34e-09] []
1084000 [4.73e-05, 1.26e-05, 2.20e-05, 6.63e-07, 2.95e-05, 2.26e-05, 2.39e-05, 1.73e-05, 2.13e-05, 2.85e-05, 1.71e-05, 1.85e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.73e-05, 1.26e-05, 2.20e-05, 6.63e-07, 2.95e-05, 2.26e-05, 2.39e-05, 1.73e-05, 2.13e-05, 2.85e-05, 1.71e-05, 1.85e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.109234 s
Training model...
Step Train loss Test loss Test metric
1084000 [4.73e-05, 1.26e-05, 2.20e-05, 6.63e-07, 2.95e-05, 2.26e-05, 2.39e-05, 1.73e-05, 2.13e-05, 2.85e-05, 1.71e-05, 1.85e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.73e-05, 1.26e-05, 2.20e-05, 6.63e-07, 2.95e-05, 2.26e-05, 2.39e-05, 1.73e-05, 2.13e-05, 2.85e-05, 1.71e-05, 1.85e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1086000 [9.15e-06, 2.62e-06, 5.00e-06, 2.02e-08, 4.92e-06, 2.14e-06, 8.72e-06, 1.97e-06, 4.40e-06, 3.69e-06, 1.95e-06, 2.34e-05, 1.94e-06, 3.08e-07, 2.39e-08] [9.15e-06, 2.62e-06, 5.00e-06, 2.02e-08, 4.92e-06, 2.14e-06, 8.72e-06, 1.97e-06, 4.40e-06, 3.69e-06, 1.95e-06, 2.34e-05, 1.94e-06, 3.08e-07, 2.39e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.742149 s
Training model...
Step Train loss Test loss Test metric
1086000 [9.15e-06, 2.62e-06, 5.00e-06, 2.02e-08, 4.92e-06, 2.14e-06, 8.72e-06, 1.97e-06, 4.40e-06, 3.69e-06, 1.95e-06, 2.34e-05, 1.94e-06, 3.08e-07, 2.39e-08] [9.15e-06, 2.62e-06, 5.00e-06, 2.02e-08, 4.92e-06, 2.14e-06, 8.72e-06, 1.97e-06, 4.40e-06, 3.69e-06, 1.95e-06, 2.34e-05, 1.94e-06, 3.08e-07, 2.39e-08] []
1088000 [1.98e-06, 4.34e-07, 8.61e-07, 5.77e-08, 1.18e-06, 1.09e-06, 4.72e-07, 6.96e-07, 5.00e-07, 1.13e-06, 5.36e-07, 4.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.98e-06, 4.34e-07, 8.61e-07, 5.77e-08, 1.18e-06, 1.09e-06, 4.72e-07, 6.96e-07, 5.00e-07, 1.13e-06, 5.36e-07, 4.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.883243 s
Training model...
Step Train loss Test loss Test metric
1088000 [1.98e-06, 4.34e-07, 8.61e-07, 5.77e-08, 1.18e-06, 1.09e-06, 4.72e-07, 6.96e-07, 5.00e-07, 1.13e-06, 5.36e-07, 4.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.98e-06, 4.34e-07, 8.61e-07, 5.77e-08, 1.18e-06, 1.09e-06, 4.72e-07, 6.96e-07, 5.00e-07, 1.13e-06, 5.36e-07, 4.37e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1090000 [4.25e-06, 1.55e-06, 2.43e-06, 1.10e-07, 1.75e-06, 1.38e-06, 1.82e-05, 1.42e-06, 3.81e-06, 8.75e-07, 8.00e-07, 7.62e-06, 5.11e-07, 1.00e-07, 4.99e-08] [4.25e-06, 1.55e-06, 2.43e-06, 1.10e-07, 1.75e-06, 1.38e-06, 1.82e-05, 1.42e-06, 3.81e-06, 8.75e-07, 8.00e-07, 7.62e-06, 5.11e-07, 1.00e-07, 4.99e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.238678 s
Training model...
Step Train loss Test loss Test metric
1090000 [4.25e-06, 1.55e-06, 2.43e-06, 1.10e-07, 1.75e-06, 1.38e-06, 1.82e-05, 1.42e-06, 3.81e-06, 8.75e-07, 8.00e-07, 7.62e-06, 5.11e-07, 1.00e-07, 4.99e-08] [4.25e-06, 1.55e-06, 2.43e-06, 1.10e-07, 1.75e-06, 1.38e-06, 1.82e-05, 1.42e-06, 3.81e-06, 8.75e-07, 8.00e-07, 7.62e-06, 5.11e-07, 1.00e-07, 4.99e-08] []
1092000 [6.71e-07, 3.25e-07, 8.98e-07, 1.50e-07, 1.17e-07, 7.05e-09, 8.78e-08, 4.00e-08, 2.55e-06, 6.44e-07, 6.89e-07, 4.60e-06, 2.56e-07, 1.93e-11, 0.00e+00] [6.71e-07, 3.25e-07, 8.98e-07, 1.50e-07, 1.17e-07, 7.05e-09, 8.78e-08, 4.00e-08, 2.55e-06, 6.44e-07, 6.89e-07, 4.60e-06, 2.56e-07, 1.93e-11, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.910883 s
Training model...
Step Train loss Test loss Test metric
1092000 [6.71e-07, 3.25e-07, 8.98e-07, 1.50e-07, 1.17e-07, 7.05e-09, 8.78e-08, 4.00e-08, 2.55e-06, 6.44e-07, 6.89e-07, 4.60e-06, 2.56e-07, 1.93e-11, 0.00e+00] [6.71e-07, 3.25e-07, 8.98e-07, 1.50e-07, 1.17e-07, 7.05e-09, 8.78e-08, 4.00e-08, 2.55e-06, 6.44e-07, 6.89e-07, 4.60e-06, 2.56e-07, 1.93e-11, 0.00e+00] []
1094000 [9.67e-07, 1.21e-06, 6.41e-07, 6.04e-07, 2.18e-07, 2.28e-07, 3.02e-07, 3.39e-07, 6.38e-07, 3.57e-07, 1.41e-06, 2.46e-06, 2.35e-08, 0.00e+00, 0.00e+00] [9.67e-07, 1.21e-06, 6.41e-07, 6.04e-07, 2.18e-07, 2.28e-07, 3.02e-07, 3.39e-07, 6.38e-07, 3.57e-07, 1.41e-06, 2.46e-06, 2.35e-08, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.763205 s
Training model...
Step Train loss Test loss Test metric
1094000 [9.67e-07, 1.21e-06, 6.41e-07, 6.04e-07, 2.18e-07, 2.28e-07, 3.02e-07, 3.39e-07, 6.38e-07, 3.57e-07, 1.41e-06, 2.46e-06, 2.35e-08, 0.00e+00, 0.00e+00] [9.67e-07, 1.21e-06, 6.41e-07, 6.04e-07, 2.18e-07, 2.28e-07, 3.02e-07, 3.39e-07, 6.38e-07, 3.57e-07, 1.41e-06, 2.46e-06, 2.35e-08, 0.00e+00, 0.00e+00] []
1096000 [4.27e-06, 4.16e-06, 6.09e-06, 2.28e-06, 1.95e-06, 3.41e-07, 1.23e-06, 4.71e-07, 1.49e-06, 2.67e-06, 2.79e-06, 7.46e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.27e-06, 4.16e-06, 6.09e-06, 2.28e-06, 1.95e-06, 3.41e-07, 1.23e-06, 4.71e-07, 1.49e-06, 2.67e-06, 2.79e-06, 7.46e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.161113 s
Training model...
Step Train loss Test loss Test metric
1096000 [4.27e-06, 4.16e-06, 6.09e-06, 2.28e-06, 1.95e-06, 3.41e-07, 1.23e-06, 4.71e-07, 1.49e-06, 2.67e-06, 2.79e-06, 7.46e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.27e-06, 4.16e-06, 6.09e-06, 2.28e-06, 1.95e-06, 3.41e-07, 1.23e-06, 4.71e-07, 1.49e-06, 2.67e-06, 2.79e-06, 7.46e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1098000 [4.17e-06, 4.02e-06, 5.90e-06, 1.55e-06, 2.27e-06, 2.41e-06, 5.17e-06, 1.83e-06, 3.40e-06, 5.28e-06, 2.79e-06, 2.36e-05, 0.00e+00, 0.00e+00, 1.42e-08] [4.17e-06, 4.02e-06, 5.90e-06, 1.55e-06, 2.27e-06, 2.41e-06, 5.17e-06, 1.83e-06, 3.40e-06, 5.28e-06, 2.79e-06, 2.36e-05, 0.00e+00, 0.00e+00, 1.42e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.273240 s
Training model...
Step Train loss Test loss Test metric
1098000 [4.17e-06, 4.02e-06, 5.90e-06, 1.55e-06, 2.27e-06, 2.41e-06, 5.17e-06, 1.83e-06, 3.40e-06, 5.28e-06, 2.79e-06, 2.36e-05, 0.00e+00, 0.00e+00, 1.42e-08] [4.17e-06, 4.02e-06, 5.90e-06, 1.55e-06, 2.27e-06, 2.41e-06, 5.17e-06, 1.83e-06, 3.40e-06, 5.28e-06, 2.79e-06, 2.36e-05, 0.00e+00, 0.00e+00, 1.42e-08] []
1100000 [1.84e-05, 1.19e-05, 1.39e-05, 6.72e-07, 5.47e-06, 1.54e-05, 2.60e-08, 9.03e-06, 1.67e-05, 3.66e-06, 1.64e-05, 7.24e-05, 8.37e-07, 2.53e-06, 0.00e+00] [1.84e-05, 1.19e-05, 1.39e-05, 6.72e-07, 5.47e-06, 1.54e-05, 2.60e-08, 9.03e-06, 1.67e-05, 3.66e-06, 1.64e-05, 7.24e-05, 8.37e-07, 2.53e-06, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.268725 s
Training model...
Step Train loss Test loss Test metric
1100000 [1.84e-05, 1.19e-05, 1.39e-05, 6.72e-07, 5.47e-06, 1.54e-05, 2.60e-08, 9.03e-06, 1.67e-05, 3.66e-06, 1.64e-05, 7.24e-05, 8.37e-07, 2.53e-06, 0.00e+00] [1.84e-05, 1.19e-05, 1.39e-05, 6.72e-07, 5.47e-06, 1.54e-05, 2.60e-08, 9.03e-06, 1.67e-05, 3.66e-06, 1.64e-05, 7.24e-05, 8.37e-07, 2.53e-06, 0.00e+00] []
1102000 [2.23e-05, 8.38e-06, 1.33e-05, 2.96e-06, 9.29e-06, 1.13e-05, 6.53e-06, 1.07e-05, 1.39e-05, 8.29e-06, 1.03e-05, 8.57e-05, 5.57e-06, 3.04e-06, 0.00e+00] [2.23e-05, 8.38e-06, 1.33e-05, 2.96e-06, 9.29e-06, 1.13e-05, 6.53e-06, 1.07e-05, 1.39e-05, 8.29e-06, 1.03e-05, 8.57e-05, 5.57e-06, 3.04e-06, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.096749 s
Training model...
Step Train loss Test loss Test metric
1102000 [2.23e-05, 8.38e-06, 1.33e-05, 2.96e-06, 9.29e-06, 1.13e-05, 6.53e-06, 1.07e-05, 1.39e-05, 8.29e-06, 1.03e-05, 8.57e-05, 5.57e-06, 3.04e-06, 0.00e+00] [2.23e-05, 8.38e-06, 1.33e-05, 2.96e-06, 9.29e-06, 1.13e-05, 6.53e-06, 1.07e-05, 1.39e-05, 8.29e-06, 1.03e-05, 8.57e-05, 5.57e-06, 3.04e-06, 0.00e+00] []
1104000 [7.86e-06, 2.62e-06, 6.23e-06, 9.53e-07, 6.44e-06, 1.12e-05, 8.09e-06, 2.02e-06, 4.01e-06, 1.04e-05, 1.05e-05, 5.15e-05, 0.00e+00, 0.00e+00, 2.22e-08] [7.86e-06, 2.62e-06, 6.23e-06, 9.53e-07, 6.44e-06, 1.12e-05, 8.09e-06, 2.02e-06, 4.01e-06, 1.04e-05, 1.05e-05, 5.15e-05, 0.00e+00, 0.00e+00, 2.22e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.208725 s
Training model...
Step Train loss Test loss Test metric
1104000 [7.86e-06, 2.62e-06, 6.23e-06, 9.53e-07, 6.44e-06, 1.12e-05, 8.09e-06, 2.02e-06, 4.01e-06, 1.04e-05, 1.05e-05, 5.15e-05, 0.00e+00, 0.00e+00, 2.22e-08] [7.86e-06, 2.62e-06, 6.23e-06, 9.53e-07, 6.44e-06, 1.12e-05, 8.09e-06, 2.02e-06, 4.01e-06, 1.04e-05, 1.05e-05, 5.15e-05, 0.00e+00, 0.00e+00, 2.22e-08] []
1106000 [3.83e-07, 1.64e-06, 1.62e-06, 2.76e-07, 2.39e-07, 2.39e-08, 2.71e-05, 1.43e-06, 1.43e-05, 2.85e-06, 1.61e-05, 1.79e-06, 0.00e+00, 1.40e-09, 0.00e+00] [3.83e-07, 1.64e-06, 1.62e-06, 2.76e-07, 2.39e-07, 2.39e-08, 2.71e-05, 1.43e-06, 1.43e-05, 2.85e-06, 1.61e-05, 1.79e-06, 0.00e+00, 1.40e-09, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.815358 s
Training model...
Step Train loss Test loss Test metric
1106000 [3.83e-07, 1.64e-06, 1.62e-06, 2.76e-07, 2.39e-07, 2.39e-08, 2.71e-05, 1.43e-06, 1.43e-05, 2.85e-06, 1.61e-05, 1.79e-06, 0.00e+00, 1.40e-09, 0.00e+00] [3.83e-07, 1.64e-06, 1.62e-06, 2.76e-07, 2.39e-07, 2.39e-08, 2.71e-05, 1.43e-06, 1.43e-05, 2.85e-06, 1.61e-05, 1.79e-06, 0.00e+00, 1.40e-09, 0.00e+00] []
1108000 [1.81e-05, 5.36e-06, 6.31e-06, 2.50e-07, 7.40e-06, 6.89e-06, 1.42e-05, 7.27e-06, 7.70e-06, 3.49e-06, 7.78e-06, 4.95e-05, 2.06e-06, 1.80e-06, 0.00e+00] [1.81e-05, 5.36e-06, 6.31e-06, 2.50e-07, 7.40e-06, 6.89e-06, 1.42e-05, 7.27e-06, 7.70e-06, 3.49e-06, 7.78e-06, 4.95e-05, 2.06e-06, 1.80e-06, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.426593 s
Training model...
Step Train loss Test loss Test metric
1108000 [1.81e-05, 5.36e-06, 6.31e-06, 2.50e-07, 7.40e-06, 6.89e-06, 1.42e-05, 7.27e-06, 7.70e-06, 3.49e-06, 7.78e-06, 4.95e-05, 2.06e-06, 1.80e-06, 0.00e+00] [1.81e-05, 5.36e-06, 6.31e-06, 2.50e-07, 7.40e-06, 6.89e-06, 1.42e-05, 7.27e-06, 7.70e-06, 3.49e-06, 7.78e-06, 4.95e-05, 2.06e-06, 1.80e-06, 0.00e+00] []
1110000 [2.96e-05, 9.70e-06, 1.71e-05, 5.06e-07, 1.22e-05, 8.67e-06, 2.21e-05, 6.80e-06, 1.86e-05, 1.33e-05, 1.10e-05, 1.17e-04, 8.46e-06, 1.51e-06, 6.06e-08] [2.96e-05, 9.70e-06, 1.71e-05, 5.06e-07, 1.22e-05, 8.67e-06, 2.21e-05, 6.80e-06, 1.86e-05, 1.33e-05, 1.10e-05, 1.17e-04, 8.46e-06, 1.51e-06, 6.06e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.917475 s
Training model...
Step Train loss Test loss Test metric
1110000 [2.96e-05, 9.70e-06, 1.71e-05, 5.06e-07, 1.22e-05, 8.67e-06, 2.21e-05, 6.80e-06, 1.86e-05, 1.33e-05, 1.10e-05, 1.17e-04, 8.46e-06, 1.51e-06, 6.06e-08] [2.96e-05, 9.70e-06, 1.71e-05, 5.06e-07, 1.22e-05, 8.67e-06, 2.21e-05, 6.80e-06, 1.86e-05, 1.33e-05, 1.10e-05, 1.17e-04, 8.46e-06, 1.51e-06, 6.06e-08] []
1112000 [3.39e-05, 1.06e-05, 1.73e-05, 7.26e-07, 1.57e-05, 9.08e-06, 1.78e-05, 8.10e-06, 1.24e-05, 1.87e-05, 7.48e-06, 9.44e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.39e-05, 1.06e-05, 1.73e-05, 7.26e-07, 1.57e-05, 9.08e-06, 1.78e-05, 8.10e-06, 1.24e-05, 1.87e-05, 7.48e-06, 9.44e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.401327 s
Training model...
Step Train loss Test loss Test metric
1112000 [3.39e-05, 1.06e-05, 1.73e-05, 7.26e-07, 1.57e-05, 9.08e-06, 1.78e-05, 8.10e-06, 1.24e-05, 1.87e-05, 7.48e-06, 9.44e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.39e-05, 1.06e-05, 1.73e-05, 7.26e-07, 1.57e-05, 9.08e-06, 1.78e-05, 8.10e-06, 1.24e-05, 1.87e-05, 7.48e-06, 9.44e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1114000 [4.55e-05, 1.28e-05, 1.83e-05, 1.16e-06, 3.19e-05, 2.91e-05, 2.34e-05, 2.84e-05, 2.70e-05, 3.11e-05, 1.83e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.55e-05, 1.28e-05, 1.83e-05, 1.16e-06, 3.19e-05, 2.91e-05, 2.34e-05, 2.84e-05, 2.70e-05, 3.11e-05, 1.83e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.284454 s
Training model...
Step Train loss Test loss Test metric
1114000 [4.55e-05, 1.28e-05, 1.83e-05, 1.16e-06, 3.19e-05, 2.91e-05, 2.34e-05, 2.84e-05, 2.70e-05, 3.11e-05, 1.83e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.55e-05, 1.28e-05, 1.83e-05, 1.16e-06, 3.19e-05, 2.91e-05, 2.34e-05, 2.84e-05, 2.70e-05, 3.11e-05, 1.83e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1116000 [1.40e-05, 6.44e-06, 7.36e-06, 3.12e-07, 5.09e-06, 5.07e-06, 3.62e-06, 4.75e-06, 7.85e-06, 6.09e-06, 3.95e-06, 4.67e-05, 3.82e-06, 6.32e-07, 9.92e-09] [1.40e-05, 6.44e-06, 7.36e-06, 3.12e-07, 5.09e-06, 5.07e-06, 3.62e-06, 4.75e-06, 7.85e-06, 6.09e-06, 3.95e-06, 4.67e-05, 3.82e-06, 6.32e-07, 9.92e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.083645 s
Training model...
Step Train loss Test loss Test metric
1116000 [1.40e-05, 6.44e-06, 7.36e-06, 3.12e-07, 5.09e-06, 5.07e-06, 3.62e-06, 4.75e-06, 7.85e-06, 6.09e-06, 3.95e-06, 4.67e-05, 3.82e-06, 6.32e-07, 9.92e-09] [1.40e-05, 6.44e-06, 7.36e-06, 3.12e-07, 5.09e-06, 5.07e-06, 3.62e-06, 4.75e-06, 7.85e-06, 6.09e-06, 3.95e-06, 4.67e-05, 3.82e-06, 6.32e-07, 9.92e-09] []
1118000 [9.81e-06, 4.13e-06, 4.00e-06, 2.25e-07, 2.76e-06, 3.50e-06, 1.07e-06, 2.81e-06, 2.91e-06, 2.86e-06, 3.16e-06, 2.49e-05, 1.74e-06, 3.44e-07, 2.93e-09] [9.81e-06, 4.13e-06, 4.00e-06, 2.25e-07, 2.76e-06, 3.50e-06, 1.07e-06, 2.81e-06, 2.91e-06, 2.86e-06, 3.16e-06, 2.49e-05, 1.74e-06, 3.44e-07, 2.93e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.000195 s
Training model...
Step Train loss Test loss Test metric
1118000 [9.81e-06, 4.13e-06, 4.00e-06, 2.25e-07, 2.76e-06, 3.50e-06, 1.07e-06, 2.81e-06, 2.91e-06, 2.86e-06, 3.16e-06, 2.49e-05, 1.74e-06, 3.44e-07, 2.93e-09] [9.81e-06, 4.13e-06, 4.00e-06, 2.25e-07, 2.76e-06, 3.50e-06, 1.07e-06, 2.81e-06, 2.91e-06, 2.86e-06, 3.16e-06, 2.49e-05, 1.74e-06, 3.44e-07, 2.93e-09] []
1120000 [2.01e-05, 6.51e-06, 1.78e-05, 2.58e-07, 1.07e-05, 1.24e-05, 1.20e-05, 6.97e-06, 8.61e-06, 1.77e-05, 1.10e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.01e-05, 6.51e-06, 1.78e-05, 2.58e-07, 1.07e-05, 1.24e-05, 1.20e-05, 6.97e-06, 8.61e-06, 1.77e-05, 1.10e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.700304 s
Training model...
Step Train loss Test loss Test metric
1120000 [2.01e-05, 6.51e-06, 1.78e-05, 2.58e-07, 1.07e-05, 1.24e-05, 1.20e-05, 6.97e-06, 8.61e-06, 1.77e-05, 1.10e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.01e-05, 6.51e-06, 1.78e-05, 2.58e-07, 1.07e-05, 1.24e-05, 1.20e-05, 6.97e-06, 8.61e-06, 1.77e-05, 1.10e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1122000 [6.72e-06, 3.19e-06, 6.53e-06, 4.05e-07, 4.73e-06, 5.29e-06, 3.98e-07, 3.51e-06, 4.19e-06, 9.15e-06, 6.85e-06, 5.09e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.72e-06, 3.19e-06, 6.53e-06, 4.05e-07, 4.73e-06, 5.29e-06, 3.98e-07, 3.51e-06, 4.19e-06, 9.15e-06, 6.85e-06, 5.09e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.098136 s
Training model...
Step Train loss Test loss Test metric
1122000 [6.72e-06, 3.19e-06, 6.53e-06, 4.05e-07, 4.73e-06, 5.29e-06, 3.98e-07, 3.51e-06, 4.19e-06, 9.15e-06, 6.85e-06, 5.09e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.72e-06, 3.19e-06, 6.53e-06, 4.05e-07, 4.73e-06, 5.29e-06, 3.98e-07, 3.51e-06, 4.19e-06, 9.15e-06, 6.85e-06, 5.09e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1124000 [2.36e-06, 1.60e-06, 1.71e-06, 2.20e-07, 2.09e-06, 2.57e-06, 6.58e-09, 1.70e-06, 1.68e-06, 2.50e-06, 4.93e-06, 1.68e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.36e-06, 1.60e-06, 1.71e-06, 2.20e-07, 2.09e-06, 2.57e-06, 6.58e-09, 1.70e-06, 1.68e-06, 2.50e-06, 4.93e-06, 1.68e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.465126 s
Training model...
Step Train loss Test loss Test metric
1124000 [2.36e-06, 1.60e-06, 1.71e-06, 2.20e-07, 2.09e-06, 2.57e-06, 6.58e-09, 1.70e-06, 1.68e-06, 2.50e-06, 4.93e-06, 1.68e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.36e-06, 1.60e-06, 1.71e-06, 2.20e-07, 2.09e-06, 2.57e-06, 6.58e-09, 1.70e-06, 1.68e-06, 2.50e-06, 4.93e-06, 1.68e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1126000 [8.65e-07, 1.92e-06, 2.66e-06, 1.81e-07, 6.02e-07, 3.47e-06, 3.71e-05, 1.93e-06, 1.91e-06, 2.72e-06, 2.05e-06, 6.21e-06, 0.00e+00, 0.00e+00, 0.00e+00] [8.65e-07, 1.92e-06, 2.66e-06, 1.81e-07, 6.02e-07, 3.47e-06, 3.71e-05, 1.93e-06, 1.91e-06, 2.72e-06, 2.05e-06, 6.21e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.017941 s
Training model...
Step Train loss Test loss Test metric
1126000 [8.65e-07, 1.92e-06, 2.66e-06, 1.81e-07, 6.02e-07, 3.47e-06, 3.71e-05, 1.93e-06, 1.91e-06, 2.72e-06, 2.05e-06, 6.21e-06, 0.00e+00, 0.00e+00, 0.00e+00] [8.65e-07, 1.92e-06, 2.66e-06, 1.81e-07, 6.02e-07, 3.47e-06, 3.71e-05, 1.93e-06, 1.91e-06, 2.72e-06, 2.05e-06, 6.21e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1128000 [1.85e-05, 6.96e-06, 1.83e-05, 2.70e-07, 1.03e-05, 8.40e-06, 9.86e-06, 5.77e-06, 1.11e-05, 1.67e-05, 7.59e-06, 9.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.85e-05, 6.96e-06, 1.83e-05, 2.70e-07, 1.03e-05, 8.40e-06, 9.86e-06, 5.77e-06, 1.11e-05, 1.67e-05, 7.59e-06, 9.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.654122 s
Training model...
Step Train loss Test loss Test metric
1128000 [1.85e-05, 6.96e-06, 1.83e-05, 2.70e-07, 1.03e-05, 8.40e-06, 9.86e-06, 5.77e-06, 1.11e-05, 1.67e-05, 7.59e-06, 9.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.85e-05, 6.96e-06, 1.83e-05, 2.70e-07, 1.03e-05, 8.40e-06, 9.86e-06, 5.77e-06, 1.11e-05, 1.67e-05, 7.59e-06, 9.46e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1130000 [2.72e-06, 9.00e-07, 2.56e-06, 3.03e-07, 2.90e-08, 1.18e-07, 4.76e-06, 1.86e-07, 1.36e-06, 3.31e-07, 8.26e-07, 1.97e-06, 1.55e-08, 3.39e-10, 1.30e-08] [2.72e-06, 9.00e-07, 2.56e-06, 3.03e-07, 2.90e-08, 1.18e-07, 4.76e-06, 1.86e-07, 1.36e-06, 3.31e-07, 8.26e-07, 1.97e-06, 1.55e-08, 3.39e-10, 1.30e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.198431 s
Training model...
Step Train loss Test loss Test metric
1130000 [2.72e-06, 9.00e-07, 2.56e-06, 3.03e-07, 2.90e-08, 1.18e-07, 4.76e-06, 1.86e-07, 1.36e-06, 3.31e-07, 8.26e-07, 1.97e-06, 1.55e-08, 3.39e-10, 1.30e-08] [2.72e-06, 9.00e-07, 2.56e-06, 3.03e-07, 2.90e-08, 1.18e-07, 4.76e-06, 1.86e-07, 1.36e-06, 3.31e-07, 8.26e-07, 1.97e-06, 1.55e-08, 3.39e-10, 1.30e-08] []
1132000 [3.72e-07, 3.43e-07, 4.82e-07, 1.21e-07, 1.60e-09, 1.98e-07, 9.51e-06, 1.13e-08, 7.63e-07, 6.82e-07, 1.74e-06, 2.39e-07, 3.94e-10, 8.74e-08, 0.00e+00] [3.72e-07, 3.43e-07, 4.82e-07, 1.21e-07, 1.60e-09, 1.98e-07, 9.51e-06, 1.13e-08, 7.63e-07, 6.82e-07, 1.74e-06, 2.39e-07, 3.94e-10, 8.74e-08, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.632694 s
Training model...
Step Train loss Test loss Test metric
1132000 [3.72e-07, 3.43e-07, 4.82e-07, 1.21e-07, 1.60e-09, 1.98e-07, 9.51e-06, 1.13e-08, 7.63e-07, 6.82e-07, 1.74e-06, 2.39e-07, 3.94e-10, 8.74e-08, 0.00e+00] [3.72e-07, 3.43e-07, 4.82e-07, 1.21e-07, 1.60e-09, 1.98e-07, 9.51e-06, 1.13e-08, 7.63e-07, 6.82e-07, 1.74e-06, 2.39e-07, 3.94e-10, 8.74e-08, 0.00e+00] []
1134000 [1.15e-05, 6.33e-06, 1.22e-05, 5.50e-07, 9.61e-06, 9.44e-06, 1.93e-08, 1.25e-05, 1.50e-05, 1.43e-05, 1.09e-05, 9.68e-05, 0.00e+00, 0.00e+00, 5.28e-11] [1.15e-05, 6.33e-06, 1.22e-05, 5.50e-07, 9.61e-06, 9.44e-06, 1.93e-08, 1.25e-05, 1.50e-05, 1.43e-05, 1.09e-05, 9.68e-05, 0.00e+00, 0.00e+00, 5.28e-11] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.688115 s
Training model...
Step Train loss Test loss Test metric
1134000 [1.15e-05, 6.33e-06, 1.22e-05, 5.50e-07, 9.61e-06, 9.44e-06, 1.93e-08, 1.25e-05, 1.50e-05, 1.43e-05, 1.09e-05, 9.68e-05, 0.00e+00, 0.00e+00, 5.28e-11] [1.15e-05, 6.33e-06, 1.22e-05, 5.50e-07, 9.61e-06, 9.44e-06, 1.93e-08, 1.25e-05, 1.50e-05, 1.43e-05, 1.09e-05, 9.68e-05, 0.00e+00, 0.00e+00, 5.28e-11] []
1136000 [4.00e-05, 1.65e-05, 2.31e-05, 1.28e-06, 2.51e-05, 2.44e-05, 5.61e-06, 1.35e-05, 1.13e-05, 3.89e-05, 2.38e-05, 1.97e-04, 0.00e+00, 0.00e+00, 1.54e-08] [4.00e-05, 1.65e-05, 2.31e-05, 1.28e-06, 2.51e-05, 2.44e-05, 5.61e-06, 1.35e-05, 1.13e-05, 3.89e-05, 2.38e-05, 1.97e-04, 0.00e+00, 0.00e+00, 1.54e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.506948 s
Training model...
Step Train loss Test loss Test metric
1136000 [4.00e-05, 1.65e-05, 2.31e-05, 1.28e-06, 2.51e-05, 2.44e-05, 5.61e-06, 1.35e-05, 1.13e-05, 3.89e-05, 2.38e-05, 1.97e-04, 0.00e+00, 0.00e+00, 1.54e-08] [4.00e-05, 1.65e-05, 2.31e-05, 1.28e-06, 2.51e-05, 2.44e-05, 5.61e-06, 1.35e-05, 1.13e-05, 3.89e-05, 2.38e-05, 1.97e-04, 0.00e+00, 0.00e+00, 1.54e-08] []
1138000 [2.21e-05, 6.80e-06, 1.66e-05, 2.90e-07, 1.40e-05, 1.52e-05, 1.68e-05, 1.44e-05, 1.75e-05, 6.80e-06, 8.96e-06, 8.94e-05, 4.36e-06, 2.59e-06, 4.59e-08] [2.21e-05, 6.80e-06, 1.66e-05, 2.90e-07, 1.40e-05, 1.52e-05, 1.68e-05, 1.44e-05, 1.75e-05, 6.80e-06, 8.96e-06, 8.94e-05, 4.36e-06, 2.59e-06, 4.59e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.465013 s
Training model...
Step Train loss Test loss Test metric
1138000 [2.21e-05, 6.80e-06, 1.66e-05, 2.90e-07, 1.40e-05, 1.52e-05, 1.68e-05, 1.44e-05, 1.75e-05, 6.80e-06, 8.96e-06, 8.94e-05, 4.36e-06, 2.59e-06, 4.59e-08] [2.21e-05, 6.80e-06, 1.66e-05, 2.90e-07, 1.40e-05, 1.52e-05, 1.68e-05, 1.44e-05, 1.75e-05, 6.80e-06, 8.96e-06, 8.94e-05, 4.36e-06, 2.59e-06, 4.59e-08] []
1140000 [2.06e-05, 6.79e-06, 1.50e-05, 2.89e-07, 1.53e-05, 1.36e-05, 1.77e-05, 1.53e-05, 2.10e-05, 6.17e-06, 8.94e-06, 9.21e-05, 4.00e-06, 2.26e-06, 4.85e-08] [2.06e-05, 6.79e-06, 1.50e-05, 2.89e-07, 1.53e-05, 1.36e-05, 1.77e-05, 1.53e-05, 2.10e-05, 6.17e-06, 8.94e-06, 9.21e-05, 4.00e-06, 2.26e-06, 4.85e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.252375 s
Training model...
Step Train loss Test loss Test metric
1140000 [2.06e-05, 6.79e-06, 1.50e-05, 2.89e-07, 1.53e-05, 1.36e-05, 1.77e-05, 1.53e-05, 2.10e-05, 6.17e-06, 8.94e-06, 9.21e-05, 4.00e-06, 2.26e-06, 4.85e-08] [2.06e-05, 6.79e-06, 1.50e-05, 2.89e-07, 1.53e-05, 1.36e-05, 1.77e-05, 1.53e-05, 2.10e-05, 6.17e-06, 8.94e-06, 9.21e-05, 4.00e-06, 2.26e-06, 4.85e-08] []
1142000 [1.79e-05, 6.92e-06, 7.30e-06, 2.56e-07, 9.83e-06, 1.46e-05, 1.11e-05, 1.32e-05, 9.81e-06, 1.45e-05, 8.09e-06, 7.90e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.79e-05, 6.92e-06, 7.30e-06, 2.56e-07, 9.83e-06, 1.46e-05, 1.11e-05, 1.32e-05, 9.81e-06, 1.45e-05, 8.09e-06, 7.90e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 33.909599 s
Training model...
Step Train loss Test loss Test metric
1142000 [1.79e-05, 6.92e-06, 7.30e-06, 2.56e-07, 9.83e-06, 1.46e-05, 1.11e-05, 1.32e-05, 9.81e-06, 1.45e-05, 8.09e-06, 7.90e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.79e-05, 6.92e-06, 7.30e-06, 2.56e-07, 9.83e-06, 1.46e-05, 1.11e-05, 1.32e-05, 9.81e-06, 1.45e-05, 8.09e-06, 7.90e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1144000 [1.96e-05, 6.83e-06, 7.59e-06, 2.56e-07, 1.00e-05, 9.89e-06, 1.53e-05, 1.86e-05, 3.61e-05, 1.64e-05, 1.69e-05, 7.84e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.96e-05, 6.83e-06, 7.59e-06, 2.56e-07, 1.00e-05, 9.89e-06, 1.53e-05, 1.86e-05, 3.61e-05, 1.64e-05, 1.69e-05, 7.84e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.129336 s
Training model...
Step Train loss Test loss Test metric
1144000 [1.96e-05, 6.83e-06, 7.59e-06, 2.56e-07, 1.00e-05, 9.89e-06, 1.53e-05, 1.86e-05, 3.61e-05, 1.64e-05, 1.69e-05, 7.84e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.96e-05, 6.83e-06, 7.59e-06, 2.56e-07, 1.00e-05, 9.89e-06, 1.53e-05, 1.86e-05, 3.61e-05, 1.64e-05, 1.69e-05, 7.84e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1146000 [2.15e-05, 6.21e-06, 1.34e-05, 1.92e-07, 1.26e-05, 8.53e-06, 9.71e-06, 5.72e-06, 7.22e-06, 8.51e-06, 1.06e-05, 7.36e-05, 5.21e-06, 1.17e-06, 2.66e-08] [2.15e-05, 6.21e-06, 1.34e-05, 1.92e-07, 1.26e-05, 8.53e-06, 9.71e-06, 5.72e-06, 7.22e-06, 8.51e-06, 1.06e-05, 7.36e-05, 5.21e-06, 1.17e-06, 2.66e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.946012 s
Training model...
Step Train loss Test loss Test metric
1146000 [2.15e-05, 6.21e-06, 1.34e-05, 1.92e-07, 1.26e-05, 8.53e-06, 9.71e-06, 5.72e-06, 7.22e-06, 8.51e-06, 1.06e-05, 7.36e-05, 5.21e-06, 1.17e-06, 2.66e-08] [2.15e-05, 6.21e-06, 1.34e-05, 1.92e-07, 1.26e-05, 8.53e-06, 9.71e-06, 5.72e-06, 7.22e-06, 8.51e-06, 1.06e-05, 7.36e-05, 5.21e-06, 1.17e-06, 2.66e-08] []
1148000 [7.95e-06, 3.96e-06, 3.54e-06, 3.05e-07, 2.19e-06, 2.17e-06, 4.24e-06, 1.67e-06, 3.33e-06, 2.52e-06, 1.91e-06, 2.12e-05, 1.55e-06, 2.14e-07, 1.16e-08] [7.95e-06, 3.96e-06, 3.54e-06, 3.05e-07, 2.19e-06, 2.17e-06, 4.24e-06, 1.67e-06, 3.33e-06, 2.52e-06, 1.91e-06, 2.12e-05, 1.55e-06, 2.14e-07, 1.16e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 31.116224 s
Training model...
Step Train loss Test loss Test metric
1148000 [7.95e-06, 3.96e-06, 3.54e-06, 3.05e-07, 2.19e-06, 2.17e-06, 4.24e-06, 1.67e-06, 3.33e-06, 2.52e-06, 1.91e-06, 2.12e-05, 1.55e-06, 2.14e-07, 1.16e-08] [7.95e-06, 3.96e-06, 3.54e-06, 3.05e-07, 2.19e-06, 2.17e-06, 4.24e-06, 1.67e-06, 3.33e-06, 2.52e-06, 1.91e-06, 2.12e-05, 1.55e-06, 2.14e-07, 1.16e-08] []
1150000 [6.73e-07, 4.64e-07, 7.15e-07, 2.64e-07, 6.04e-07, 6.99e-07, 1.61e-06, 2.72e-06, 8.09e-06, 3.04e-06, 3.77e-06, 1.13e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.73e-07, 4.64e-07, 7.15e-07, 2.64e-07, 6.04e-07, 6.99e-07, 1.61e-06, 2.72e-06, 8.09e-06, 3.04e-06, 3.77e-06, 1.13e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.600849 s
Training model...
Step Train loss Test loss Test metric
1150000 [6.73e-07, 4.64e-07, 7.15e-07, 2.64e-07, 6.04e-07, 6.99e-07, 1.61e-06, 2.72e-06, 8.09e-06, 3.04e-06, 3.77e-06, 1.13e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.73e-07, 4.64e-07, 7.15e-07, 2.64e-07, 6.04e-07, 6.99e-07, 1.61e-06, 2.72e-06, 8.09e-06, 3.04e-06, 3.77e-06, 1.13e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1152000 [1.49e-05, 1.06e-05, 6.51e-06, 8.36e-07, 3.64e-06, 4.57e-06, 1.07e-06, 1.80e-06, 1.34e-05, 7.10e-06, 3.23e-05, 4.03e-05, 3.79e-06, 4.82e-07, 2.92e-09] [1.49e-05, 1.06e-05, 6.51e-06, 8.36e-07, 3.64e-06, 4.57e-06, 1.07e-06, 1.80e-06, 1.34e-05, 7.10e-06, 3.23e-05, 4.03e-05, 3.79e-06, 4.82e-07, 2.92e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.461474 s
Training model...
Step Train loss Test loss Test metric
1152000 [1.49e-05, 1.06e-05, 6.51e-06, 8.36e-07, 3.64e-06, 4.57e-06, 1.07e-06, 1.80e-06, 1.34e-05, 7.10e-06, 3.23e-05, 4.03e-05, 3.79e-06, 4.82e-07, 2.92e-09] [1.49e-05, 1.06e-05, 6.51e-06, 8.36e-07, 3.64e-06, 4.57e-06, 1.07e-06, 1.80e-06, 1.34e-05, 7.10e-06, 3.23e-05, 4.03e-05, 3.79e-06, 4.82e-07, 2.92e-09] []
1154000 [1.96e-05, 4.78e-06, 1.09e-05, 2.79e-07, 1.29e-05, 1.08e-05, 5.66e-06, 1.13e-05, 9.69e-06, 1.56e-05, 9.41e-06, 9.23e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.96e-05, 4.78e-06, 1.09e-05, 2.79e-07, 1.29e-05, 1.08e-05, 5.66e-06, 1.13e-05, 9.69e-06, 1.56e-05, 9.41e-06, 9.23e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.030966 s
Training model...
Step Train loss Test loss Test metric
1154000 [1.96e-05, 4.78e-06, 1.09e-05, 2.79e-07, 1.29e-05, 1.08e-05, 5.66e-06, 1.13e-05, 9.69e-06, 1.56e-05, 9.41e-06, 9.23e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.96e-05, 4.78e-06, 1.09e-05, 2.79e-07, 1.29e-05, 1.08e-05, 5.66e-06, 1.13e-05, 9.69e-06, 1.56e-05, 9.41e-06, 9.23e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1156000 [5.27e-05, 1.27e-05, 2.84e-05, 1.15e-06, 3.45e-05, 3.04e-05, 5.09e-06, 3.19e-05, 4.15e-05, 1.80e-05, 1.97e-05, 2.19e-04, 1.10e-05, 4.25e-06, 1.39e-08] [5.27e-05, 1.27e-05, 2.84e-05, 1.15e-06, 3.45e-05, 3.04e-05, 5.09e-06, 3.19e-05, 4.15e-05, 1.80e-05, 1.97e-05, 2.19e-04, 1.10e-05, 4.25e-06, 1.39e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.477937 s
Training model...
Step Train loss Test loss Test metric
1156000 [5.27e-05, 1.27e-05, 2.84e-05, 1.15e-06, 3.45e-05, 3.04e-05, 5.09e-06, 3.19e-05, 4.15e-05, 1.80e-05, 1.97e-05, 2.19e-04, 1.10e-05, 4.25e-06, 1.39e-08] [5.27e-05, 1.27e-05, 2.84e-05, 1.15e-06, 3.45e-05, 3.04e-05, 5.09e-06, 3.19e-05, 4.15e-05, 1.80e-05, 1.97e-05, 2.19e-04, 1.10e-05, 4.25e-06, 1.39e-08] []
1158000 [4.14e-06, 1.39e-06, 1.98e-06, 1.43e-07, 1.24e-06, 1.49e-06, 5.30e-07, 1.19e-06, 2.88e-06, 8.05e-07, 9.73e-07, 1.14e-05, 4.36e-07, 3.01e-08, 1.45e-09] [4.14e-06, 1.39e-06, 1.98e-06, 1.43e-07, 1.24e-06, 1.49e-06, 5.30e-07, 1.19e-06, 2.88e-06, 8.05e-07, 9.73e-07, 1.14e-05, 4.36e-07, 3.01e-08, 1.45e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.422228 s
Training model...
Step Train loss Test loss Test metric
1158000 [4.14e-06, 1.39e-06, 1.98e-06, 1.43e-07, 1.24e-06, 1.49e-06, 5.30e-07, 1.19e-06, 2.88e-06, 8.05e-07, 9.73e-07, 1.14e-05, 4.36e-07, 3.01e-08, 1.45e-09] [4.14e-06, 1.39e-06, 1.98e-06, 1.43e-07, 1.24e-06, 1.49e-06, 5.30e-07, 1.19e-06, 2.88e-06, 8.05e-07, 9.73e-07, 1.14e-05, 4.36e-07, 3.01e-08, 1.45e-09] []
1160000 [7.10e-07, 4.55e-07, 1.99e-07, 9.06e-08, 7.95e-08, 2.40e-07, 1.38e-06, 2.18e-09, 3.03e-07, 1.99e-07, 8.78e-07, 9.66e-07, 6.84e-08, 8.40e-10, 0.00e+00] [7.10e-07, 4.55e-07, 1.99e-07, 9.06e-08, 7.95e-08, 2.40e-07, 1.38e-06, 2.18e-09, 3.03e-07, 1.99e-07, 8.78e-07, 9.66e-07, 6.84e-08, 8.40e-10, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 33.730102 s
Training model...
Step Train loss Test loss Test metric
1160000 [7.10e-07, 4.55e-07, 1.99e-07, 9.06e-08, 7.95e-08, 2.40e-07, 1.38e-06, 2.18e-09, 3.03e-07, 1.99e-07, 8.78e-07, 9.66e-07, 6.84e-08, 8.40e-10, 0.00e+00] [7.10e-07, 4.55e-07, 1.99e-07, 9.06e-08, 7.95e-08, 2.40e-07, 1.38e-06, 2.18e-09, 3.03e-07, 1.99e-07, 8.78e-07, 9.66e-07, 6.84e-08, 8.40e-10, 0.00e+00] []
1162000 [7.67e-06, 4.03e-06, 1.13e-05, 6.80e-07, 4.79e-06, 6.93e-06, 1.88e-05, 9.78e-06, 6.96e-06, 1.53e-06, 4.59e-06, 2.16e-05, 8.27e-07, 6.93e-07, 5.16e-08] [7.67e-06, 4.03e-06, 1.13e-05, 6.80e-07, 4.79e-06, 6.93e-06, 1.88e-05, 9.78e-06, 6.96e-06, 1.53e-06, 4.59e-06, 2.16e-05, 8.27e-07, 6.93e-07, 5.16e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.319697 s
Training model...
Step Train loss Test loss Test metric
1162000 [7.67e-06, 4.03e-06, 1.13e-05, 6.80e-07, 4.79e-06, 6.93e-06, 1.88e-05, 9.78e-06, 6.96e-06, 1.53e-06, 4.59e-06, 2.16e-05, 8.27e-07, 6.93e-07, 5.16e-08] [7.67e-06, 4.03e-06, 1.13e-05, 6.80e-07, 4.79e-06, 6.93e-06, 1.88e-05, 9.78e-06, 6.96e-06, 1.53e-06, 4.59e-06, 2.16e-05, 8.27e-07, 6.93e-07, 5.16e-08] []
1164000 [3.54e-05, 9.27e-06, 1.97e-05, 5.29e-07, 1.81e-05, 1.45e-05, 7.24e-06, 1.26e-05, 1.43e-05, 1.33e-05, 1.39e-05, 1.22e-04, 7.88e-06, 1.84e-06, 1.98e-08] [3.54e-05, 9.27e-06, 1.97e-05, 5.29e-07, 1.81e-05, 1.45e-05, 7.24e-06, 1.26e-05, 1.43e-05, 1.33e-05, 1.39e-05, 1.22e-04, 7.88e-06, 1.84e-06, 1.98e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.081003 s
Training model...
Step Train loss Test loss Test metric
1164000 [3.54e-05, 9.27e-06, 1.97e-05, 5.29e-07, 1.81e-05, 1.45e-05, 7.24e-06, 1.26e-05, 1.43e-05, 1.33e-05, 1.39e-05, 1.22e-04, 7.88e-06, 1.84e-06, 1.98e-08] [3.54e-05, 9.27e-06, 1.97e-05, 5.29e-07, 1.81e-05, 1.45e-05, 7.24e-06, 1.26e-05, 1.43e-05, 1.33e-05, 1.39e-05, 1.22e-04, 7.88e-06, 1.84e-06, 1.98e-08] []
1166000 [1.10e-05, 3.91e-06, 5.32e-06, 4.93e-07, 4.64e-06, 5.20e-06, 2.01e-08, 4.63e-06, 5.59e-06, 2.88e-06, 5.36e-06, 4.00e-05, 1.87e-06, 7.73e-07, 0.00e+00] [1.10e-05, 3.91e-06, 5.32e-06, 4.93e-07, 4.64e-06, 5.20e-06, 2.01e-08, 4.63e-06, 5.59e-06, 2.88e-06, 5.36e-06, 4.00e-05, 1.87e-06, 7.73e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.256797 s
Training model...
Step Train loss Test loss Test metric
1166000 [1.10e-05, 3.91e-06, 5.32e-06, 4.93e-07, 4.64e-06, 5.20e-06, 2.01e-08, 4.63e-06, 5.59e-06, 2.88e-06, 5.36e-06, 4.00e-05, 1.87e-06, 7.73e-07, 0.00e+00] [1.10e-05, 3.91e-06, 5.32e-06, 4.93e-07, 4.64e-06, 5.20e-06, 2.01e-08, 4.63e-06, 5.59e-06, 2.88e-06, 5.36e-06, 4.00e-05, 1.87e-06, 7.73e-07, 0.00e+00] []
1168000 [1.85e-06, 8.52e-07, 1.59e-06, 2.30e-07, 6.46e-07, 7.74e-07, 1.22e-07, 6.44e-07, 1.42e-06, 2.25e-06, 6.49e-07, 9.00e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.85e-06, 8.52e-07, 1.59e-06, 2.30e-07, 6.46e-07, 7.74e-07, 1.22e-07, 6.44e-07, 1.42e-06, 2.25e-06, 6.49e-07, 9.00e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.828741 s
Training model...
Step Train loss Test loss Test metric
1168000 [1.85e-06, 8.52e-07, 1.59e-06, 2.30e-07, 6.46e-07, 7.74e-07, 1.22e-07, 6.44e-07, 1.42e-06, 2.25e-06, 6.49e-07, 9.00e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.85e-06, 8.52e-07, 1.59e-06, 2.30e-07, 6.46e-07, 7.74e-07, 1.22e-07, 6.44e-07, 1.42e-06, 2.25e-06, 6.49e-07, 9.00e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1170000 [4.03e-07, 3.32e-07, 5.77e-07, 2.24e-07, 1.66e-09, 1.72e-07, 1.24e-05, 7.98e-08, 6.63e-08, 1.93e-07, 2.88e-07, 2.91e-07, 4.53e-12, 0.00e+00, 3.39e-08] [4.03e-07, 3.32e-07, 5.77e-07, 2.24e-07, 1.66e-09, 1.72e-07, 1.24e-05, 7.98e-08, 6.63e-08, 1.93e-07, 2.88e-07, 2.91e-07, 4.53e-12, 0.00e+00, 3.39e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.331054 s
Training model...
Step Train loss Test loss Test metric
1170000 [4.03e-07, 3.32e-07, 5.77e-07, 2.24e-07, 1.66e-09, 1.72e-07, 1.24e-05, 7.98e-08, 6.63e-08, 1.93e-07, 2.88e-07, 2.91e-07, 4.53e-12, 0.00e+00, 3.39e-08] [4.03e-07, 3.32e-07, 5.77e-07, 2.24e-07, 1.66e-09, 1.72e-07, 1.24e-05, 7.98e-08, 6.63e-08, 1.93e-07, 2.88e-07, 2.91e-07, 4.53e-12, 0.00e+00, 3.39e-08] []
1172000 [4.50e-06, 1.48e-06, 2.90e-06, 1.75e-07, 1.88e-06, 6.70e-07, 8.94e-07, 2.75e-06, 1.85e-05, 2.61e-06, 6.90e-06, 1.78e-05, 7.50e-07, 1.83e-09, 0.00e+00] [4.50e-06, 1.48e-06, 2.90e-06, 1.75e-07, 1.88e-06, 6.70e-07, 8.94e-07, 2.75e-06, 1.85e-05, 2.61e-06, 6.90e-06, 1.78e-05, 7.50e-07, 1.83e-09, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.319118 s
Training model...
Step Train loss Test loss Test metric
1172000 [4.50e-06, 1.48e-06, 2.90e-06, 1.75e-07, 1.88e-06, 6.70e-07, 8.94e-07, 2.75e-06, 1.85e-05, 2.61e-06, 6.90e-06, 1.78e-05, 7.50e-07, 1.83e-09, 0.00e+00] [4.50e-06, 1.48e-06, 2.90e-06, 1.75e-07, 1.88e-06, 6.70e-07, 8.94e-07, 2.75e-06, 1.85e-05, 2.61e-06, 6.90e-06, 1.78e-05, 7.50e-07, 1.83e-09, 0.00e+00] []
1174000 [1.12e-06, 6.20e-07, 1.32e-06, 4.81e-07, 3.54e-07, 4.10e-07, 3.48e-05, 3.86e-06, 3.64e-06, 2.39e-06, 4.92e-06, 9.29e-06, 0.00e+00, 0.00e+00, 9.52e-08] [1.12e-06, 6.20e-07, 1.32e-06, 4.81e-07, 3.54e-07, 4.10e-07, 3.48e-05, 3.86e-06, 3.64e-06, 2.39e-06, 4.92e-06, 9.29e-06, 0.00e+00, 0.00e+00, 9.52e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.303494 s
Training model...
Step Train loss Test loss Test metric
1174000 [1.12e-06, 6.20e-07, 1.32e-06, 4.81e-07, 3.54e-07, 4.10e-07, 3.48e-05, 3.86e-06, 3.64e-06, 2.39e-06, 4.92e-06, 9.29e-06, 0.00e+00, 0.00e+00, 9.52e-08] [1.12e-06, 6.20e-07, 1.32e-06, 4.81e-07, 3.54e-07, 4.10e-07, 3.48e-05, 3.86e-06, 3.64e-06, 2.39e-06, 4.92e-06, 9.29e-06, 0.00e+00, 0.00e+00, 9.52e-08] []
1176000 [4.93e-06, 2.84e-06, 5.56e-06, 3.45e-07, 4.06e-06, 1.28e-06, 6.60e-06, 2.63e-06, 5.92e-06, 6.41e-06, 2.91e-06, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.93e-06, 2.84e-06, 5.56e-06, 3.45e-07, 4.06e-06, 1.28e-06, 6.60e-06, 2.63e-06, 5.92e-06, 6.41e-06, 2.91e-06, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.269835 s
Training model...
Step Train loss Test loss Test metric
1176000 [4.93e-06, 2.84e-06, 5.56e-06, 3.45e-07, 4.06e-06, 1.28e-06, 6.60e-06, 2.63e-06, 5.92e-06, 6.41e-06, 2.91e-06, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.93e-06, 2.84e-06, 5.56e-06, 3.45e-07, 4.06e-06, 1.28e-06, 6.60e-06, 2.63e-06, 5.92e-06, 6.41e-06, 2.91e-06, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1178000 [4.76e-07, 2.11e-07, 2.49e-07, 7.23e-08, 1.40e-07, 1.96e-07, 1.05e-06, 2.71e-07, 9.60e-08, 4.04e-07, 2.51e-07, 1.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.76e-07, 2.11e-07, 2.49e-07, 7.23e-08, 1.40e-07, 1.96e-07, 1.05e-06, 2.71e-07, 9.60e-08, 4.04e-07, 2.51e-07, 1.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.637367 s
Training model...
Step Train loss Test loss Test metric
1178000 [4.76e-07, 2.11e-07, 2.49e-07, 7.23e-08, 1.40e-07, 1.96e-07, 1.05e-06, 2.71e-07, 9.60e-08, 4.04e-07, 2.51e-07, 1.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] [4.76e-07, 2.11e-07, 2.49e-07, 7.23e-08, 1.40e-07, 1.96e-07, 1.05e-06, 2.71e-07, 9.60e-08, 4.04e-07, 2.51e-07, 1.02e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1180000 [4.06e-06, 1.16e-06, 2.81e-06, 1.48e-07, 2.76e-06, 1.66e-06, 8.30e-06, 1.47e-06, 2.11e-06, 4.66e-06, 1.49e-06, 1.96e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.06e-06, 1.16e-06, 2.81e-06, 1.48e-07, 2.76e-06, 1.66e-06, 8.30e-06, 1.47e-06, 2.11e-06, 4.66e-06, 1.49e-06, 1.96e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.283520 s
Best train step: 1079897
alpha: 0.21980887651
beta: 0.10970002413
kappa: -0.012434460223
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1180000 [4.06e-06, 1.16e-06, 2.81e-06, 1.48e-07, 2.76e-06, 1.66e-06, 8.30e-06, 1.47e-06, 2.11e-06, 4.66e-06, 1.49e-06, 1.96e-05, 0.00e+00, 0.00e+00, 0.00e+00] [4.06e-06, 1.16e-06, 2.81e-06, 1.48e-07, 2.76e-06, 1.66e-06, 8.30e-06, 1.47e-06, 2.11e-06, 4.66e-06, 1.49e-06, 1.96e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1182000 [8.54e-07, 1.90e-06, 3.93e-06, 2.78e-07, 1.10e-07, 1.72e-07, 1.49e-07, 9.26e-08, 1.08e-06, 6.22e-07, 1.97e-06, 1.15e-06, 6.67e-09, 2.20e-08, 4.09e-10] [8.54e-07, 1.90e-06, 3.93e-06, 2.78e-07, 1.10e-07, 1.72e-07, 1.49e-07, 9.26e-08, 1.08e-06, 6.22e-07, 1.97e-06, 1.15e-06, 6.67e-09, 2.20e-08, 4.09e-10] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.142212 s
Training model...
Step Train loss Test loss Test metric
1182000 [8.54e-07, 1.90e-06, 3.93e-06, 2.78e-07, 1.10e-07, 1.72e-07, 1.49e-07, 9.26e-08, 1.08e-06, 6.22e-07, 1.97e-06, 1.15e-06, 6.67e-09, 2.20e-08, 4.09e-10] [8.54e-07, 1.90e-06, 3.93e-06, 2.78e-07, 1.10e-07, 1.72e-07, 1.49e-07, 9.26e-08, 1.08e-06, 6.22e-07, 1.97e-06, 1.15e-06, 6.67e-09, 2.20e-08, 4.09e-10] []
1184000 [1.23e-06, 1.26e-06, 1.27e-06, 1.34e-07, 9.98e-07, 1.06e-07, 4.83e-09, 2.07e-07, 1.15e-06, 7.11e-07, 4.28e-07, 3.08e-06, 1.44e-07, 3.71e-08, 0.00e+00] [1.23e-06, 1.26e-06, 1.27e-06, 1.34e-07, 9.98e-07, 1.06e-07, 4.83e-09, 2.07e-07, 1.15e-06, 7.11e-07, 4.28e-07, 3.08e-06, 1.44e-07, 3.71e-08, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.489941 s
Training model...
Step Train loss Test loss Test metric
1184000 [1.23e-06, 1.26e-06, 1.27e-06, 1.34e-07, 9.98e-07, 1.06e-07, 4.83e-09, 2.07e-07, 1.15e-06, 7.11e-07, 4.28e-07, 3.08e-06, 1.44e-07, 3.71e-08, 0.00e+00] [1.23e-06, 1.26e-06, 1.27e-06, 1.34e-07, 9.98e-07, 1.06e-07, 4.83e-09, 2.07e-07, 1.15e-06, 7.11e-07, 4.28e-07, 3.08e-06, 1.44e-07, 3.71e-08, 0.00e+00] []
1186000 [1.05e-06, 3.11e-07, 6.50e-07, 5.38e-08, 3.95e-07, 8.16e-08, 7.92e-11, 3.16e-07, 1.78e-06, 4.53e-07, 7.55e-07, 2.26e-06, 1.54e-07, 3.22e-09, 0.00e+00] [1.05e-06, 3.11e-07, 6.50e-07, 5.38e-08, 3.95e-07, 8.16e-08, 7.92e-11, 3.16e-07, 1.78e-06, 4.53e-07, 7.55e-07, 2.26e-06, 1.54e-07, 3.22e-09, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.162219 s
Training model...
Step Train loss Test loss Test metric
1186000 [1.05e-06, 3.11e-07, 6.50e-07, 5.38e-08, 3.95e-07, 8.16e-08, 7.92e-11, 3.16e-07, 1.78e-06, 4.53e-07, 7.55e-07, 2.26e-06, 1.54e-07, 3.22e-09, 0.00e+00] [1.05e-06, 3.11e-07, 6.50e-07, 5.38e-08, 3.95e-07, 8.16e-08, 7.92e-11, 3.16e-07, 1.78e-06, 4.53e-07, 7.55e-07, 2.26e-06, 1.54e-07, 3.22e-09, 0.00e+00] []
1188000 [1.96e-05, 5.65e-06, 1.15e-05, 1.17e-07, 7.30e-06, 6.25e-06, 4.00e-06, 5.64e-06, 9.52e-06, 7.85e-06, 8.33e-06, 7.36e-05, 5.09e-06, 1.01e-06, 1.09e-08] [1.96e-05, 5.65e-06, 1.15e-05, 1.17e-07, 7.30e-06, 6.25e-06, 4.00e-06, 5.64e-06, 9.52e-06, 7.85e-06, 8.33e-06, 7.36e-05, 5.09e-06, 1.01e-06, 1.09e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.068711 s
Training model...
Step Train loss Test loss Test metric
1188000 [1.96e-05, 5.65e-06, 1.15e-05, 1.17e-07, 7.30e-06, 6.25e-06, 4.00e-06, 5.64e-06, 9.52e-06, 7.85e-06, 8.33e-06, 7.36e-05, 5.09e-06, 1.01e-06, 1.09e-08] [1.96e-05, 5.65e-06, 1.15e-05, 1.17e-07, 7.30e-06, 6.25e-06, 4.00e-06, 5.64e-06, 9.52e-06, 7.85e-06, 8.33e-06, 7.36e-05, 5.09e-06, 1.01e-06, 1.09e-08] []
1190000 [1.61e-05, 4.51e-06, 1.04e-05, 1.82e-07, 9.22e-06, 4.93e-06, 4.62e-06, 5.40e-06, 1.03e-05, 6.04e-06, 4.32e-06, 5.61e-05, 3.52e-06, 4.50e-07, 1.27e-08] [1.61e-05, 4.51e-06, 1.04e-05, 1.82e-07, 9.22e-06, 4.93e-06, 4.62e-06, 5.40e-06, 1.03e-05, 6.04e-06, 4.32e-06, 5.61e-05, 3.52e-06, 4.50e-07, 1.27e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.100023 s
Training model...
Step Train loss Test loss Test metric
1190000 [1.61e-05, 4.51e-06, 1.04e-05, 1.82e-07, 9.22e-06, 4.93e-06, 4.62e-06, 5.40e-06, 1.03e-05, 6.04e-06, 4.32e-06, 5.61e-05, 3.52e-06, 4.50e-07, 1.27e-08] [1.61e-05, 4.51e-06, 1.04e-05, 1.82e-07, 9.22e-06, 4.93e-06, 4.62e-06, 5.40e-06, 1.03e-05, 6.04e-06, 4.32e-06, 5.61e-05, 3.52e-06, 4.50e-07, 1.27e-08] []
1192000 [2.07e-05, 8.76e-06, 9.31e-06, 9.95e-07, 7.96e-06, 1.11e-05, 4.42e-07, 9.84e-06, 1.44e-05, 6.02e-06, 1.12e-05, 8.98e-05, 4.41e-06, 1.09e-06, 0.00e+00] [2.07e-05, 8.76e-06, 9.31e-06, 9.95e-07, 7.96e-06, 1.11e-05, 4.42e-07, 9.84e-06, 1.44e-05, 6.02e-06, 1.12e-05, 8.98e-05, 4.41e-06, 1.09e-06, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.179247 s
Training model...
Step Train loss Test loss Test metric
1192000 [2.07e-05, 8.76e-06, 9.31e-06, 9.95e-07, 7.96e-06, 1.11e-05, 4.42e-07, 9.84e-06, 1.44e-05, 6.02e-06, 1.12e-05, 8.98e-05, 4.41e-06, 1.09e-06, 0.00e+00] [2.07e-05, 8.76e-06, 9.31e-06, 9.95e-07, 7.96e-06, 1.11e-05, 4.42e-07, 9.84e-06, 1.44e-05, 6.02e-06, 1.12e-05, 8.98e-05, 4.41e-06, 1.09e-06, 0.00e+00] []
1194000 [2.25e-07, 1.11e-07, 1.38e-07, 5.52e-08, 9.70e-09, 1.06e-08, 7.69e-08, 3.22e-08, 9.56e-08, 8.69e-08, 1.00e-07, 3.02e-07, 1.52e-08, 2.19e-09, 0.00e+00] [2.25e-07, 1.11e-07, 1.38e-07, 5.52e-08, 9.70e-09, 1.06e-08, 7.69e-08, 3.22e-08, 9.56e-08, 8.69e-08, 1.00e-07, 3.02e-07, 1.52e-08, 2.19e-09, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.241787 s
Training model...
Step Train loss Test loss Test metric
1194000 [2.25e-07, 1.11e-07, 1.38e-07, 5.52e-08, 9.70e-09, 1.06e-08, 7.69e-08, 3.22e-08, 9.56e-08, 8.69e-08, 1.00e-07, 3.02e-07, 1.52e-08, 2.19e-09, 0.00e+00] [2.25e-07, 1.11e-07, 1.38e-07, 5.52e-08, 9.70e-09, 1.06e-08, 7.69e-08, 3.22e-08, 9.56e-08, 8.69e-08, 1.00e-07, 3.02e-07, 1.52e-08, 2.19e-09, 0.00e+00] []
1196000 [1.31e-05, 4.11e-06, 8.64e-06, 5.30e-07, 3.88e-06, 5.95e-06, 7.07e-06, 2.49e-06, 1.26e-05, 5.24e-06, 2.55e-05, 9.10e-05, 3.71e-06, 1.78e-06, 0.00e+00] [1.31e-05, 4.11e-06, 8.64e-06, 5.30e-07, 3.88e-06, 5.95e-06, 7.07e-06, 2.49e-06, 1.26e-05, 5.24e-06, 2.55e-05, 9.10e-05, 3.71e-06, 1.78e-06, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.072087 s
Training model...
Step Train loss Test loss Test metric
1196000 [1.31e-05, 4.11e-06, 8.64e-06, 5.30e-07, 3.88e-06, 5.95e-06, 7.07e-06, 2.49e-06, 1.26e-05, 5.24e-06, 2.55e-05, 9.10e-05, 3.71e-06, 1.78e-06, 0.00e+00] [1.31e-05, 4.11e-06, 8.64e-06, 5.30e-07, 3.88e-06, 5.95e-06, 7.07e-06, 2.49e-06, 1.26e-05, 5.24e-06, 2.55e-05, 9.10e-05, 3.71e-06, 1.78e-06, 0.00e+00] []
1198000 [2.71e-07, 3.31e-07, 2.08e-07, 1.06e-07, 8.84e-08, 2.82e-10, 2.39e-06, 4.62e-08, 5.06e-07, 3.42e-07, 4.04e-07, 2.60e-06, 0.00e+00, 7.74e-13, 6.55e-09] [2.71e-07, 3.31e-07, 2.08e-07, 1.06e-07, 8.84e-08, 2.82e-10, 2.39e-06, 4.62e-08, 5.06e-07, 3.42e-07, 4.04e-07, 2.60e-06, 0.00e+00, 7.74e-13, 6.55e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.563024 s
Training model...
Step Train loss Test loss Test metric
1198000 [2.71e-07, 3.31e-07, 2.08e-07, 1.06e-07, 8.84e-08, 2.82e-10, 2.39e-06, 4.62e-08, 5.06e-07, 3.42e-07, 4.04e-07, 2.60e-06, 0.00e+00, 7.74e-13, 6.55e-09] [2.71e-07, 3.31e-07, 2.08e-07, 1.06e-07, 8.84e-08, 2.82e-10, 2.39e-06, 4.62e-08, 5.06e-07, 3.42e-07, 4.04e-07, 2.60e-06, 0.00e+00, 7.74e-13, 6.55e-09] []
1200000 [5.24e-06, 1.64e-06, 2.32e-06, 1.36e-07, 1.02e-06, 1.57e-06, 5.92e-07, 7.87e-07, 2.24e-06, 1.16e-06, 1.53e-06, 1.36e-05, 6.56e-07, 3.63e-08, 1.62e-09] [5.24e-06, 1.64e-06, 2.32e-06, 1.36e-07, 1.02e-06, 1.57e-06, 5.92e-07, 7.87e-07, 2.24e-06, 1.16e-06, 1.53e-06, 1.36e-05, 6.56e-07, 3.63e-08, 1.62e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.285702 s
Training model...
Step Train loss Test loss Test metric
1200000 [5.24e-06, 1.64e-06, 2.32e-06, 1.36e-07, 1.02e-06, 1.57e-06, 5.92e-07, 7.87e-07, 2.24e-06, 1.16e-06, 1.53e-06, 1.36e-05, 6.56e-07, 3.63e-08, 1.62e-09] [5.24e-06, 1.64e-06, 2.32e-06, 1.36e-07, 1.02e-06, 1.57e-06, 5.92e-07, 7.87e-07, 2.24e-06, 1.16e-06, 1.53e-06, 1.36e-05, 6.56e-07, 3.63e-08, 1.62e-09] []
1202000 [1.33e-06, 1.79e-06, 4.18e-07, 2.03e-07, 2.17e-07, 1.46e-08, 1.13e-05, 2.33e-08, 1.75e-06, 3.77e-07, 2.57e-06, 1.67e-06, 4.99e-09, 0.00e+00, 3.10e-08] [1.33e-06, 1.79e-06, 4.18e-07, 2.03e-07, 2.17e-07, 1.46e-08, 1.13e-05, 2.33e-08, 1.75e-06, 3.77e-07, 2.57e-06, 1.67e-06, 4.99e-09, 0.00e+00, 3.10e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.905312 s
Training model...
Step Train loss Test loss Test metric
1202000 [1.33e-06, 1.79e-06, 4.18e-07, 2.03e-07, 2.17e-07, 1.46e-08, 1.13e-05, 2.33e-08, 1.75e-06, 3.77e-07, 2.57e-06, 1.67e-06, 4.99e-09, 0.00e+00, 3.10e-08] [1.33e-06, 1.79e-06, 4.18e-07, 2.03e-07, 2.17e-07, 1.46e-08, 1.13e-05, 2.33e-08, 1.75e-06, 3.77e-07, 2.57e-06, 1.67e-06, 4.99e-09, 0.00e+00, 3.10e-08] []
1204000 [8.35e-06, 2.25e-06, 5.18e-06, 2.74e-07, 4.93e-06, 6.87e-06, 5.98e-06, 3.43e-06, 3.69e-06, 8.03e-06, 4.41e-06, 4.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.35e-06, 2.25e-06, 5.18e-06, 2.74e-07, 4.93e-06, 6.87e-06, 5.98e-06, 3.43e-06, 3.69e-06, 8.03e-06, 4.41e-06, 4.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.039649 s
Training model...
Step Train loss Test loss Test metric
1204000 [8.35e-06, 2.25e-06, 5.18e-06, 2.74e-07, 4.93e-06, 6.87e-06, 5.98e-06, 3.43e-06, 3.69e-06, 8.03e-06, 4.41e-06, 4.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.35e-06, 2.25e-06, 5.18e-06, 2.74e-07, 4.93e-06, 6.87e-06, 5.98e-06, 3.43e-06, 3.69e-06, 8.03e-06, 4.41e-06, 4.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1206000 [1.41e-06, 2.93e-06, 2.73e-06, 3.62e-07, 1.38e-06, 3.68e-07, 4.19e-06, 1.87e-06, 1.80e-06, 2.16e-06, 1.98e-06, 1.34e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.41e-06, 2.93e-06, 2.73e-06, 3.62e-07, 1.38e-06, 3.68e-07, 4.19e-06, 1.87e-06, 1.80e-06, 2.16e-06, 1.98e-06, 1.34e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.014619 s
Training model...
Step Train loss Test loss Test metric
1206000 [1.41e-06, 2.93e-06, 2.73e-06, 3.62e-07, 1.38e-06, 3.68e-07, 4.19e-06, 1.87e-06, 1.80e-06, 2.16e-06, 1.98e-06, 1.34e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.41e-06, 2.93e-06, 2.73e-06, 3.62e-07, 1.38e-06, 3.68e-07, 4.19e-06, 1.87e-06, 1.80e-06, 2.16e-06, 1.98e-06, 1.34e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1208000 [3.55e-06, 1.87e-06, 2.20e-06, 2.16e-07, 1.41e-06, 2.95e-06, 5.66e-06, 2.03e-06, 1.62e-06, 4.29e-06, 3.03e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.55e-06, 1.87e-06, 2.20e-06, 2.16e-07, 1.41e-06, 2.95e-06, 5.66e-06, 2.03e-06, 1.62e-06, 4.29e-06, 3.03e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.638249 s
Training model...
Step Train loss Test loss Test metric
1208000 [3.55e-06, 1.87e-06, 2.20e-06, 2.16e-07, 1.41e-06, 2.95e-06, 5.66e-06, 2.03e-06, 1.62e-06, 4.29e-06, 3.03e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.55e-06, 1.87e-06, 2.20e-06, 2.16e-07, 1.41e-06, 2.95e-06, 5.66e-06, 2.03e-06, 1.62e-06, 4.29e-06, 3.03e-06, 1.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1210000 [2.22e-05, 8.51e-06, 2.03e-05, 1.97e-07, 1.61e-05, 8.38e-06, 1.90e-08, 3.87e-06, 1.00e-05, 2.73e-05, 1.46e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.22e-05, 8.51e-06, 2.03e-05, 1.97e-07, 1.61e-05, 8.38e-06, 1.90e-08, 3.87e-06, 1.00e-05, 2.73e-05, 1.46e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.936992 s
Training model...
Step Train loss Test loss Test metric
1210000 [2.22e-05, 8.51e-06, 2.03e-05, 1.97e-07, 1.61e-05, 8.38e-06, 1.90e-08, 3.87e-06, 1.00e-05, 2.73e-05, 1.46e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.22e-05, 8.51e-06, 2.03e-05, 1.97e-07, 1.61e-05, 8.38e-06, 1.90e-08, 3.87e-06, 1.00e-05, 2.73e-05, 1.46e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1212000 [1.57e-05, 4.49e-06, 9.19e-06, 1.41e-07, 6.81e-06, 5.05e-06, 1.06e-06, 4.93e-06, 7.20e-06, 5.48e-06, 4.66e-06, 5.02e-05, 3.48e-06, 7.37e-07, 2.91e-09] [1.57e-05, 4.49e-06, 9.19e-06, 1.41e-07, 6.81e-06, 5.05e-06, 1.06e-06, 4.93e-06, 7.20e-06, 5.48e-06, 4.66e-06, 5.02e-05, 3.48e-06, 7.37e-07, 2.91e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.014075 s
Training model...
Step Train loss Test loss Test metric
1212000 [1.57e-05, 4.49e-06, 9.19e-06, 1.41e-07, 6.81e-06, 5.05e-06, 1.06e-06, 4.93e-06, 7.20e-06, 5.48e-06, 4.66e-06, 5.02e-05, 3.48e-06, 7.37e-07, 2.91e-09] [1.57e-05, 4.49e-06, 9.19e-06, 1.41e-07, 6.81e-06, 5.05e-06, 1.06e-06, 4.93e-06, 7.20e-06, 5.48e-06, 4.66e-06, 5.02e-05, 3.48e-06, 7.37e-07, 2.91e-09] []
1214000 [1.01e-06, 9.68e-07, 1.15e-06, 5.11e-07, 1.36e-07, 3.19e-07, 9.17e-06, 5.00e-07, 1.69e-06, 1.34e-06, 1.02e-06, 2.93e-06, 3.51e-09, 1.96e-09, 2.51e-08] [1.01e-06, 9.68e-07, 1.15e-06, 5.11e-07, 1.36e-07, 3.19e-07, 9.17e-06, 5.00e-07, 1.69e-06, 1.34e-06, 1.02e-06, 2.93e-06, 3.51e-09, 1.96e-09, 2.51e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.585224 s
Training model...
Step Train loss Test loss Test metric
1214000 [1.01e-06, 9.68e-07, 1.15e-06, 5.11e-07, 1.36e-07, 3.19e-07, 9.17e-06, 5.00e-07, 1.69e-06, 1.34e-06, 1.02e-06, 2.93e-06, 3.51e-09, 1.96e-09, 2.51e-08] [1.01e-06, 9.68e-07, 1.15e-06, 5.11e-07, 1.36e-07, 3.19e-07, 9.17e-06, 5.00e-07, 1.69e-06, 1.34e-06, 1.02e-06, 2.93e-06, 3.51e-09, 1.96e-09, 2.51e-08] []
1216000 [1.17e-05, 3.90e-06, 6.93e-06, 1.52e-07, 4.63e-06, 4.58e-06, 4.76e-06, 4.06e-06, 6.41e-06, 8.74e-06, 3.28e-06, 4.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.17e-05, 3.90e-06, 6.93e-06, 1.52e-07, 4.63e-06, 4.58e-06, 4.76e-06, 4.06e-06, 6.41e-06, 8.74e-06, 3.28e-06, 4.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.810830 s
Training model...
Step Train loss Test loss Test metric
1216000 [1.17e-05, 3.90e-06, 6.93e-06, 1.52e-07, 4.63e-06, 4.58e-06, 4.76e-06, 4.06e-06, 6.41e-06, 8.74e-06, 3.28e-06, 4.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.17e-05, 3.90e-06, 6.93e-06, 1.52e-07, 4.63e-06, 4.58e-06, 4.76e-06, 4.06e-06, 6.41e-06, 8.74e-06, 3.28e-06, 4.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1218000 [1.20e-05, 3.48e-06, 7.21e-06, 2.50e-07, 6.58e-06, 6.01e-06, 3.49e-06, 2.84e-06, 5.09e-06, 4.30e-06, 1.08e-05, 4.63e-05, 2.63e-06, 5.24e-07, 9.57e-09] [1.20e-05, 3.48e-06, 7.21e-06, 2.50e-07, 6.58e-06, 6.01e-06, 3.49e-06, 2.84e-06, 5.09e-06, 4.30e-06, 1.08e-05, 4.63e-05, 2.63e-06, 5.24e-07, 9.57e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.323720 s
Training model...
Step Train loss Test loss Test metric
1218000 [1.20e-05, 3.48e-06, 7.21e-06, 2.50e-07, 6.58e-06, 6.01e-06, 3.49e-06, 2.84e-06, 5.09e-06, 4.30e-06, 1.08e-05, 4.63e-05, 2.63e-06, 5.24e-07, 9.57e-09] [1.20e-05, 3.48e-06, 7.21e-06, 2.50e-07, 6.58e-06, 6.01e-06, 3.49e-06, 2.84e-06, 5.09e-06, 4.30e-06, 1.08e-05, 4.63e-05, 2.63e-06, 5.24e-07, 9.57e-09] []
1220000 [2.86e-06, 8.89e-07, 2.16e-06, 2.18e-07, 3.36e-06, 1.20e-06, 3.73e-06, 1.66e-06, 2.19e-06, 4.59e-06, 1.06e-06, 1.62e-05, 0.00e+00, 0.00e+00, 1.02e-08] [2.86e-06, 8.89e-07, 2.16e-06, 2.18e-07, 3.36e-06, 1.20e-06, 3.73e-06, 1.66e-06, 2.19e-06, 4.59e-06, 1.06e-06, 1.62e-05, 0.00e+00, 0.00e+00, 1.02e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.964423 s
Training model...
Step Train loss Test loss Test metric
1220000 [2.86e-06, 8.89e-07, 2.16e-06, 2.18e-07, 3.36e-06, 1.20e-06, 3.73e-06, 1.66e-06, 2.19e-06, 4.59e-06, 1.06e-06, 1.62e-05, 0.00e+00, 0.00e+00, 1.02e-08] [2.86e-06, 8.89e-07, 2.16e-06, 2.18e-07, 3.36e-06, 1.20e-06, 3.73e-06, 1.66e-06, 2.19e-06, 4.59e-06, 1.06e-06, 1.62e-05, 0.00e+00, 0.00e+00, 1.02e-08] []
1222000 [6.58e-06, 1.99e-06, 4.25e-06, 6.97e-08, 2.73e-06, 2.24e-06, 1.70e-05, 2.36e-06, 2.24e-06, 1.99e-06, 2.05e-06, 1.82e-05, 1.28e-06, 4.31e-07, 4.65e-08] [6.58e-06, 1.99e-06, 4.25e-06, 6.97e-08, 2.73e-06, 2.24e-06, 1.70e-05, 2.36e-06, 2.24e-06, 1.99e-06, 2.05e-06, 1.82e-05, 1.28e-06, 4.31e-07, 4.65e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.517176 s
Training model...
Step Train loss Test loss Test metric
1222000 [6.58e-06, 1.99e-06, 4.25e-06, 6.97e-08, 2.73e-06, 2.24e-06, 1.70e-05, 2.36e-06, 2.24e-06, 1.99e-06, 2.05e-06, 1.82e-05, 1.28e-06, 4.31e-07, 4.65e-08] [6.58e-06, 1.99e-06, 4.25e-06, 6.97e-08, 2.73e-06, 2.24e-06, 1.70e-05, 2.36e-06, 2.24e-06, 1.99e-06, 2.05e-06, 1.82e-05, 1.28e-06, 4.31e-07, 4.65e-08] []
1224000 [1.80e-05, 5.35e-06, 1.08e-05, 1.43e-07, 8.59e-06, 3.77e-06, 5.75e-07, 4.41e-06, 8.46e-06, 7.78e-06, 5.99e-06, 6.27e-05, 4.51e-06, 5.33e-07, 1.58e-09] [1.80e-05, 5.35e-06, 1.08e-05, 1.43e-07, 8.59e-06, 3.77e-06, 5.75e-07, 4.41e-06, 8.46e-06, 7.78e-06, 5.99e-06, 6.27e-05, 4.51e-06, 5.33e-07, 1.58e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.613648 s
Training model...
Step Train loss Test loss Test metric
1224000 [1.80e-05, 5.35e-06, 1.08e-05, 1.43e-07, 8.59e-06, 3.77e-06, 5.75e-07, 4.41e-06, 8.46e-06, 7.78e-06, 5.99e-06, 6.27e-05, 4.51e-06, 5.33e-07, 1.58e-09] [1.80e-05, 5.35e-06, 1.08e-05, 1.43e-07, 8.59e-06, 3.77e-06, 5.75e-07, 4.41e-06, 8.46e-06, 7.78e-06, 5.99e-06, 6.27e-05, 4.51e-06, 5.33e-07, 1.58e-09] []
1226000 [4.73e-05, 1.24e-05, 2.65e-05, 1.41e-06, 3.11e-05, 2.82e-05, 1.86e-05, 2.68e-05, 3.42e-05, 1.58e-05, 2.39e-05, 2.11e-04, 1.02e-05, 3.32e-06, 5.10e-08] [4.73e-05, 1.24e-05, 2.65e-05, 1.41e-06, 3.11e-05, 2.82e-05, 1.86e-05, 2.68e-05, 3.42e-05, 1.58e-05, 2.39e-05, 2.11e-04, 1.02e-05, 3.32e-06, 5.10e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.853402 s
Training model...
Step Train loss Test loss Test metric
1226000 [4.73e-05, 1.24e-05, 2.65e-05, 1.41e-06, 3.11e-05, 2.82e-05, 1.86e-05, 2.68e-05, 3.42e-05, 1.58e-05, 2.39e-05, 2.11e-04, 1.02e-05, 3.32e-06, 5.10e-08] [4.73e-05, 1.24e-05, 2.65e-05, 1.41e-06, 3.11e-05, 2.82e-05, 1.86e-05, 2.68e-05, 3.42e-05, 1.58e-05, 2.39e-05, 2.11e-04, 1.02e-05, 3.32e-06, 5.10e-08] []
1228000 [4.84e-06, 2.41e-06, 4.80e-06, 1.98e-07, 3.89e-06, 5.53e-06, 1.29e-05, 6.08e-07, 5.47e-06, 8.54e-06, 9.85e-06, 3.76e-05, 0.00e+00, 0.00e+00, 3.54e-08] [4.84e-06, 2.41e-06, 4.80e-06, 1.98e-07, 3.89e-06, 5.53e-06, 1.29e-05, 6.08e-07, 5.47e-06, 8.54e-06, 9.85e-06, 3.76e-05, 0.00e+00, 0.00e+00, 3.54e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.076907 s
Training model...
Step Train loss Test loss Test metric
1228000 [4.84e-06, 2.41e-06, 4.80e-06, 1.98e-07, 3.89e-06, 5.53e-06, 1.29e-05, 6.08e-07, 5.47e-06, 8.54e-06, 9.85e-06, 3.76e-05, 0.00e+00, 0.00e+00, 3.54e-08] [4.84e-06, 2.41e-06, 4.80e-06, 1.98e-07, 3.89e-06, 5.53e-06, 1.29e-05, 6.08e-07, 5.47e-06, 8.54e-06, 9.85e-06, 3.76e-05, 0.00e+00, 0.00e+00, 3.54e-08] []
1230000 [2.63e-06, 8.36e-07, 2.35e-06, 9.75e-08, 3.00e-06, 6.33e-07, 1.67e-05, 8.88e-07, 2.38e-06, 3.01e-06, 1.02e-06, 1.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.63e-06, 8.36e-07, 2.35e-06, 9.75e-08, 3.00e-06, 6.33e-07, 1.67e-05, 8.88e-07, 2.38e-06, 3.01e-06, 1.02e-06, 1.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.964169 s
Training model...
Step Train loss Test loss Test metric
1230000 [2.63e-06, 8.36e-07, 2.35e-06, 9.75e-08, 3.00e-06, 6.33e-07, 1.67e-05, 8.88e-07, 2.38e-06, 3.01e-06, 1.02e-06, 1.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.63e-06, 8.36e-07, 2.35e-06, 9.75e-08, 3.00e-06, 6.33e-07, 1.67e-05, 8.88e-07, 2.38e-06, 3.01e-06, 1.02e-06, 1.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1232000 [1.67e-05, 4.18e-06, 8.76e-06, 2.27e-07, 9.82e-06, 6.32e-06, 6.03e-07, 5.48e-06, 6.08e-06, 5.24e-06, 4.23e-06, 4.51e-05, 3.12e-06, 5.78e-07, 1.65e-09] [1.67e-05, 4.18e-06, 8.76e-06, 2.27e-07, 9.82e-06, 6.32e-06, 6.03e-07, 5.48e-06, 6.08e-06, 5.24e-06, 4.23e-06, 4.51e-05, 3.12e-06, 5.78e-07, 1.65e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.496891 s
Training model...
Step Train loss Test loss Test metric
1232000 [1.67e-05, 4.18e-06, 8.76e-06, 2.27e-07, 9.82e-06, 6.32e-06, 6.03e-07, 5.48e-06, 6.08e-06, 5.24e-06, 4.23e-06, 4.51e-05, 3.12e-06, 5.78e-07, 1.65e-09] [1.67e-05, 4.18e-06, 8.76e-06, 2.27e-07, 9.82e-06, 6.32e-06, 6.03e-07, 5.48e-06, 6.08e-06, 5.24e-06, 4.23e-06, 4.51e-05, 3.12e-06, 5.78e-07, 1.65e-09] []
1234000 [1.18e-05, 3.92e-06, 5.97e-06, 1.01e-07, 6.44e-06, 9.29e-07, 7.58e-07, 1.69e-06, 3.64e-06, 8.65e-06, 2.51e-06, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.18e-05, 3.92e-06, 5.97e-06, 1.01e-07, 6.44e-06, 9.29e-07, 7.58e-07, 1.69e-06, 3.64e-06, 8.65e-06, 2.51e-06, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.362712 s
Training model...
Step Train loss Test loss Test metric
1234000 [1.18e-05, 3.92e-06, 5.97e-06, 1.01e-07, 6.44e-06, 9.29e-07, 7.58e-07, 1.69e-06, 3.64e-06, 8.65e-06, 2.51e-06, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.18e-05, 3.92e-06, 5.97e-06, 1.01e-07, 6.44e-06, 9.29e-07, 7.58e-07, 1.69e-06, 3.64e-06, 8.65e-06, 2.51e-06, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1236000 [8.86e-06, 4.50e-06, 1.08e-05, 1.20e-06, 6.61e-06, 1.12e-05, 9.34e-07, 7.77e-06, 6.88e-06, 2.71e-06, 1.50e-05, 5.35e-05, 2.07e-06, 1.02e-06, 2.56e-09] [8.86e-06, 4.50e-06, 1.08e-05, 1.20e-06, 6.61e-06, 1.12e-05, 9.34e-07, 7.77e-06, 6.88e-06, 2.71e-06, 1.50e-05, 5.35e-05, 2.07e-06, 1.02e-06, 2.56e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.943571 s
Training model...
Step Train loss Test loss Test metric
1236000 [8.86e-06, 4.50e-06, 1.08e-05, 1.20e-06, 6.61e-06, 1.12e-05, 9.34e-07, 7.77e-06, 6.88e-06, 2.71e-06, 1.50e-05, 5.35e-05, 2.07e-06, 1.02e-06, 2.56e-09] [8.86e-06, 4.50e-06, 1.08e-05, 1.20e-06, 6.61e-06, 1.12e-05, 9.34e-07, 7.77e-06, 6.88e-06, 2.71e-06, 1.50e-05, 5.35e-05, 2.07e-06, 1.02e-06, 2.56e-09] []
1238000 [6.39e-06, 1.49e-06, 3.25e-06, 8.75e-08, 3.18e-06, 2.01e-06, 1.37e-05, 2.21e-06, 2.07e-06, 4.98e-06, 2.60e-06, 1.87e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.39e-06, 1.49e-06, 3.25e-06, 8.75e-08, 3.18e-06, 2.01e-06, 1.37e-05, 2.21e-06, 2.07e-06, 4.98e-06, 2.60e-06, 1.87e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.837233 s
Training model...
Step Train loss Test loss Test metric
1238000 [6.39e-06, 1.49e-06, 3.25e-06, 8.75e-08, 3.18e-06, 2.01e-06, 1.37e-05, 2.21e-06, 2.07e-06, 4.98e-06, 2.60e-06, 1.87e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.39e-06, 1.49e-06, 3.25e-06, 8.75e-08, 3.18e-06, 2.01e-06, 1.37e-05, 2.21e-06, 2.07e-06, 4.98e-06, 2.60e-06, 1.87e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1240000 [1.69e-06, 1.08e-06, 7.14e-07, 3.67e-07, 3.01e-07, 2.11e-07, 1.17e-05, 6.20e-10, 3.82e-07, 2.88e-07, 1.30e-06, 2.28e-06, 4.92e-08, 5.78e-10, 0.00e+00] [1.69e-06, 1.08e-06, 7.14e-07, 3.67e-07, 3.01e-07, 2.11e-07, 1.17e-05, 6.20e-10, 3.82e-07, 2.88e-07, 1.30e-06, 2.28e-06, 4.92e-08, 5.78e-10, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.795089 s
Training model...
Step Train loss Test loss Test metric
1240000 [1.69e-06, 1.08e-06, 7.14e-07, 3.67e-07, 3.01e-07, 2.11e-07, 1.17e-05, 6.20e-10, 3.82e-07, 2.88e-07, 1.30e-06, 2.28e-06, 4.92e-08, 5.78e-10, 0.00e+00] [1.69e-06, 1.08e-06, 7.14e-07, 3.67e-07, 3.01e-07, 2.11e-07, 1.17e-05, 6.20e-10, 3.82e-07, 2.88e-07, 1.30e-06, 2.28e-06, 4.92e-08, 5.78e-10, 0.00e+00] []
1242000 [2.68e-05, 9.47e-06, 1.54e-05, 9.31e-08, 1.21e-05, 5.33e-06, 4.41e-06, 5.06e-06, 9.09e-06, 1.54e-05, 5.84e-06, 8.44e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.68e-05, 9.47e-06, 1.54e-05, 9.31e-08, 1.21e-05, 5.33e-06, 4.41e-06, 5.06e-06, 9.09e-06, 1.54e-05, 5.84e-06, 8.44e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.786660 s
Training model...
Step Train loss Test loss Test metric
1242000 [2.68e-05, 9.47e-06, 1.54e-05, 9.31e-08, 1.21e-05, 5.33e-06, 4.41e-06, 5.06e-06, 9.09e-06, 1.54e-05, 5.84e-06, 8.44e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.68e-05, 9.47e-06, 1.54e-05, 9.31e-08, 1.21e-05, 5.33e-06, 4.41e-06, 5.06e-06, 9.09e-06, 1.54e-05, 5.84e-06, 8.44e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1244000 [1.37e-07, 1.01e-07, 1.29e-07, 1.02e-07, 7.19e-08, 8.23e-08, 1.58e-08, 1.19e-08, 6.04e-07, 3.96e-07, 6.07e-07, 9.28e-07, 0.00e+00, 0.00e+00, 4.33e-11] [1.37e-07, 1.01e-07, 1.29e-07, 1.02e-07, 7.19e-08, 8.23e-08, 1.58e-08, 1.19e-08, 6.04e-07, 3.96e-07, 6.07e-07, 9.28e-07, 0.00e+00, 0.00e+00, 4.33e-11] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.877804 s
Training model...
Step Train loss Test loss Test metric
1244000 [1.37e-07, 1.01e-07, 1.29e-07, 1.02e-07, 7.19e-08, 8.23e-08, 1.58e-08, 1.19e-08, 6.04e-07, 3.96e-07, 6.07e-07, 9.28e-07, 0.00e+00, 0.00e+00, 4.33e-11] [1.37e-07, 1.01e-07, 1.29e-07, 1.02e-07, 7.19e-08, 8.23e-08, 1.58e-08, 1.19e-08, 6.04e-07, 3.96e-07, 6.07e-07, 9.28e-07, 0.00e+00, 0.00e+00, 4.33e-11] []
1246000 [3.20e-06, 3.33e-06, 1.70e-06, 8.86e-07, 4.73e-08, 2.21e-07, 8.65e-07, 1.42e-07, 3.99e-06, 2.28e-06, 8.53e-07, 1.27e-05, 0.00e+00, 6.05e-10, 0.00e+00] [3.20e-06, 3.33e-06, 1.70e-06, 8.86e-07, 4.73e-08, 2.21e-07, 8.65e-07, 1.42e-07, 3.99e-06, 2.28e-06, 8.53e-07, 1.27e-05, 0.00e+00, 6.05e-10, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.140455 s
Training model...
Step Train loss Test loss Test metric
1246000 [3.20e-06, 3.33e-06, 1.70e-06, 8.86e-07, 4.73e-08, 2.21e-07, 8.65e-07, 1.42e-07, 3.99e-06, 2.28e-06, 8.53e-07, 1.27e-05, 0.00e+00, 6.05e-10, 0.00e+00] [3.20e-06, 3.33e-06, 1.70e-06, 8.86e-07, 4.73e-08, 2.21e-07, 8.65e-07, 1.42e-07, 3.99e-06, 2.28e-06, 8.53e-07, 1.27e-05, 0.00e+00, 6.05e-10, 0.00e+00] []
1248000 [1.71e-05, 6.58e-06, 9.83e-06, 2.15e-07, 8.50e-06, 5.83e-06, 1.84e-06, 4.60e-06, 1.16e-05, 1.54e-05, 7.76e-06, 9.71e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.71e-05, 6.58e-06, 9.83e-06, 2.15e-07, 8.50e-06, 5.83e-06, 1.84e-06, 4.60e-06, 1.16e-05, 1.54e-05, 7.76e-06, 9.71e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.185824 s
Training model...
Step Train loss Test loss Test metric
1248000 [1.71e-05, 6.58e-06, 9.83e-06, 2.15e-07, 8.50e-06, 5.83e-06, 1.84e-06, 4.60e-06, 1.16e-05, 1.54e-05, 7.76e-06, 9.71e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.71e-05, 6.58e-06, 9.83e-06, 2.15e-07, 8.50e-06, 5.83e-06, 1.84e-06, 4.60e-06, 1.16e-05, 1.54e-05, 7.76e-06, 9.71e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1250000 [8.94e-06, 2.98e-06, 4.98e-06, 2.17e-07, 6.30e-06, 4.47e-06, 6.95e-07, 3.17e-06, 5.04e-06, 2.45e-06, 4.58e-06, 3.38e-05, 1.48e-06, 1.72e-07, 1.90e-09] [8.94e-06, 2.98e-06, 4.98e-06, 2.17e-07, 6.30e-06, 4.47e-06, 6.95e-07, 3.17e-06, 5.04e-06, 2.45e-06, 4.58e-06, 3.38e-05, 1.48e-06, 1.72e-07, 1.90e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.282309 s
Training model...
Step Train loss Test loss Test metric
1250000 [8.94e-06, 2.98e-06, 4.98e-06, 2.17e-07, 6.30e-06, 4.47e-06, 6.95e-07, 3.17e-06, 5.04e-06, 2.45e-06, 4.58e-06, 3.38e-05, 1.48e-06, 1.72e-07, 1.90e-09] [8.94e-06, 2.98e-06, 4.98e-06, 2.17e-07, 6.30e-06, 4.47e-06, 6.95e-07, 3.17e-06, 5.04e-06, 2.45e-06, 4.58e-06, 3.38e-05, 1.48e-06, 1.72e-07, 1.90e-09] []
1252000 [7.03e-06, 2.05e-06, 5.13e-06, 4.14e-07, 4.58e-06, 6.84e-06, 5.92e-06, 6.49e-06, 7.50e-06, 9.68e-06, 3.80e-06, 5.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] [7.03e-06, 2.05e-06, 5.13e-06, 4.14e-07, 4.58e-06, 6.84e-06, 5.92e-06, 6.49e-06, 7.50e-06, 9.68e-06, 3.80e-06, 5.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.079107 s
Training model...
Step Train loss Test loss Test metric
1252000 [7.03e-06, 2.05e-06, 5.13e-06, 4.14e-07, 4.58e-06, 6.84e-06, 5.92e-06, 6.49e-06, 7.50e-06, 9.68e-06, 3.80e-06, 5.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] [7.03e-06, 2.05e-06, 5.13e-06, 4.14e-07, 4.58e-06, 6.84e-06, 5.92e-06, 6.49e-06, 7.50e-06, 9.68e-06, 3.80e-06, 5.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1254000 [2.11e-05, 6.38e-06, 7.11e-06, 1.66e-07, 1.22e-05, 7.73e-06, 1.09e-05, 7.74e-06, 6.43e-06, 1.18e-05, 5.78e-06, 5.74e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.11e-05, 6.38e-06, 7.11e-06, 1.66e-07, 1.22e-05, 7.73e-06, 1.09e-05, 7.74e-06, 6.43e-06, 1.18e-05, 5.78e-06, 5.74e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.839115 s
Training model...
Step Train loss Test loss Test metric
1254000 [2.11e-05, 6.38e-06, 7.11e-06, 1.66e-07, 1.22e-05, 7.73e-06, 1.09e-05, 7.74e-06, 6.43e-06, 1.18e-05, 5.78e-06, 5.74e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.11e-05, 6.38e-06, 7.11e-06, 1.66e-07, 1.22e-05, 7.73e-06, 1.09e-05, 7.74e-06, 6.43e-06, 1.18e-05, 5.78e-06, 5.74e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1256000 [6.39e-06, 2.58e-06, 4.30e-06, 6.80e-08, 2.72e-06, 9.79e-07, 2.18e-06, 2.49e-06, 7.50e-06, 6.14e-06, 3.28e-06, 2.88e-05, 0.00e+00, 0.00e+00, 5.97e-09] [6.39e-06, 2.58e-06, 4.30e-06, 6.80e-08, 2.72e-06, 9.79e-07, 2.18e-06, 2.49e-06, 7.50e-06, 6.14e-06, 3.28e-06, 2.88e-05, 0.00e+00, 0.00e+00, 5.97e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.013053 s
Training model...
Step Train loss Test loss Test metric
1256000 [6.39e-06, 2.58e-06, 4.30e-06, 6.80e-08, 2.72e-06, 9.79e-07, 2.18e-06, 2.49e-06, 7.50e-06, 6.14e-06, 3.28e-06, 2.88e-05, 0.00e+00, 0.00e+00, 5.97e-09] [6.39e-06, 2.58e-06, 4.30e-06, 6.80e-08, 2.72e-06, 9.79e-07, 2.18e-06, 2.49e-06, 7.50e-06, 6.14e-06, 3.28e-06, 2.88e-05, 0.00e+00, 0.00e+00, 5.97e-09] []
1258000 [1.07e-05, 3.13e-06, 6.29e-06, 1.20e-07, 4.76e-06, 2.76e-06, 1.31e-05, 3.29e-06, 4.77e-06, 3.94e-06, 3.73e-06, 3.59e-05, 2.26e-06, 3.75e-07, 3.60e-08] [1.07e-05, 3.13e-06, 6.29e-06, 1.20e-07, 4.76e-06, 2.76e-06, 1.31e-05, 3.29e-06, 4.77e-06, 3.94e-06, 3.73e-06, 3.59e-05, 2.26e-06, 3.75e-07, 3.60e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.292148 s
Training model...
Step Train loss Test loss Test metric
1258000 [1.07e-05, 3.13e-06, 6.29e-06, 1.20e-07, 4.76e-06, 2.76e-06, 1.31e-05, 3.29e-06, 4.77e-06, 3.94e-06, 3.73e-06, 3.59e-05, 2.26e-06, 3.75e-07, 3.60e-08] [1.07e-05, 3.13e-06, 6.29e-06, 1.20e-07, 4.76e-06, 2.76e-06, 1.31e-05, 3.29e-06, 4.77e-06, 3.94e-06, 3.73e-06, 3.59e-05, 2.26e-06, 3.75e-07, 3.60e-08] []
1260000 [7.94e-06, 4.49e-06, 2.87e-06, 1.17e-06, 1.40e-06, 4.85e-06, 9.70e-06, 1.23e-06, 4.78e-06, 1.13e-06, 3.56e-06, 2.24e-05, 8.63e-07, 2.40e-08, 2.66e-08] [7.94e-06, 4.49e-06, 2.87e-06, 1.17e-06, 1.40e-06, 4.85e-06, 9.70e-06, 1.23e-06, 4.78e-06, 1.13e-06, 3.56e-06, 2.24e-05, 8.63e-07, 2.40e-08, 2.66e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.263058 s
Training model...
Step Train loss Test loss Test metric
1260000 [7.94e-06, 4.49e-06, 2.87e-06, 1.17e-06, 1.40e-06, 4.85e-06, 9.70e-06, 1.23e-06, 4.78e-06, 1.13e-06, 3.56e-06, 2.24e-05, 8.63e-07, 2.40e-08, 2.66e-08] [7.94e-06, 4.49e-06, 2.87e-06, 1.17e-06, 1.40e-06, 4.85e-06, 9.70e-06, 1.23e-06, 4.78e-06, 1.13e-06, 3.56e-06, 2.24e-05, 8.63e-07, 2.40e-08, 2.66e-08] []
1262000 [3.11e-06, 1.22e-06, 1.56e-06, 5.91e-08, 7.10e-07, 2.99e-07, 5.91e-06, 5.91e-07, 2.21e-06, 9.20e-07, 7.90e-07, 9.16e-06, 6.18e-07, 4.83e-08, 1.62e-08] [3.11e-06, 1.22e-06, 1.56e-06, 5.91e-08, 7.10e-07, 2.99e-07, 5.91e-06, 5.91e-07, 2.21e-06, 9.20e-07, 7.90e-07, 9.16e-06, 6.18e-07, 4.83e-08, 1.62e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.169719 s
Training model...
Step Train loss Test loss Test metric
1262000 [3.11e-06, 1.22e-06, 1.56e-06, 5.91e-08, 7.10e-07, 2.99e-07, 5.91e-06, 5.91e-07, 2.21e-06, 9.20e-07, 7.90e-07, 9.16e-06, 6.18e-07, 4.83e-08, 1.62e-08] [3.11e-06, 1.22e-06, 1.56e-06, 5.91e-08, 7.10e-07, 2.99e-07, 5.91e-06, 5.91e-07, 2.21e-06, 9.20e-07, 7.90e-07, 9.16e-06, 6.18e-07, 4.83e-08, 1.62e-08] []
1264000 [2.38e-05, 7.60e-06, 1.08e-05, 1.38e-07, 9.02e-06, 3.91e-06, 9.60e-06, 9.06e-06, 2.66e-05, 8.34e-06, 1.13e-05, 1.06e-04, 5.79e-06, 1.12e-06, 0.00e+00] [2.38e-05, 7.60e-06, 1.08e-05, 1.38e-07, 9.02e-06, 3.91e-06, 9.60e-06, 9.06e-06, 2.66e-05, 8.34e-06, 1.13e-05, 1.06e-04, 5.79e-06, 1.12e-06, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.342433 s
Training model...
Step Train loss Test loss Test metric
1264000 [2.38e-05, 7.60e-06, 1.08e-05, 1.38e-07, 9.02e-06, 3.91e-06, 9.60e-06, 9.06e-06, 2.66e-05, 8.34e-06, 1.13e-05, 1.06e-04, 5.79e-06, 1.12e-06, 0.00e+00] [2.38e-05, 7.60e-06, 1.08e-05, 1.38e-07, 9.02e-06, 3.91e-06, 9.60e-06, 9.06e-06, 2.66e-05, 8.34e-06, 1.13e-05, 1.06e-04, 5.79e-06, 1.12e-06, 0.00e+00] []
1266000 [1.38e-06, 1.46e-06, 6.27e-07, 2.82e-07, 1.68e-07, 1.79e-07, 2.04e-06, 7.90e-08, 1.32e-06, 2.81e-07, 3.69e-07, 8.02e-07, 6.28e-09, 4.90e-10, 5.59e-09] [1.38e-06, 1.46e-06, 6.27e-07, 2.82e-07, 1.68e-07, 1.79e-07, 2.04e-06, 7.90e-08, 1.32e-06, 2.81e-07, 3.69e-07, 8.02e-07, 6.28e-09, 4.90e-10, 5.59e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.418546 s
Training model...
Step Train loss Test loss Test metric
1266000 [1.38e-06, 1.46e-06, 6.27e-07, 2.82e-07, 1.68e-07, 1.79e-07, 2.04e-06, 7.90e-08, 1.32e-06, 2.81e-07, 3.69e-07, 8.02e-07, 6.28e-09, 4.90e-10, 5.59e-09] [1.38e-06, 1.46e-06, 6.27e-07, 2.82e-07, 1.68e-07, 1.79e-07, 2.04e-06, 7.90e-08, 1.32e-06, 2.81e-07, 3.69e-07, 8.02e-07, 6.28e-09, 4.90e-10, 5.59e-09] []
1268000 [1.06e-05, 3.34e-06, 7.86e-06, 7.77e-07, 7.66e-06, 9.47e-06, 6.73e-06, 8.15e-06, 9.07e-06, 1.53e-05, 8.55e-06, 8.99e-05, 0.00e+00, 0.00e+00, 1.84e-08] [1.06e-05, 3.34e-06, 7.86e-06, 7.77e-07, 7.66e-06, 9.47e-06, 6.73e-06, 8.15e-06, 9.07e-06, 1.53e-05, 8.55e-06, 8.99e-05, 0.00e+00, 0.00e+00, 1.84e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.178172 s
Training model...
Step Train loss Test loss Test metric
1268000 [1.06e-05, 3.34e-06, 7.86e-06, 7.77e-07, 7.66e-06, 9.47e-06, 6.73e-06, 8.15e-06, 9.07e-06, 1.53e-05, 8.55e-06, 8.99e-05, 0.00e+00, 0.00e+00, 1.84e-08] [1.06e-05, 3.34e-06, 7.86e-06, 7.77e-07, 7.66e-06, 9.47e-06, 6.73e-06, 8.15e-06, 9.07e-06, 1.53e-05, 8.55e-06, 8.99e-05, 0.00e+00, 0.00e+00, 1.84e-08] []
1270000 [2.72e-05, 8.57e-06, 9.08e-06, 8.74e-07, 9.55e-06, 3.99e-07, 4.71e-06, 7.90e-06, 3.01e-05, 6.57e-06, 1.40e-05, 7.72e-05, 3.99e-06, 8.91e-09, 1.29e-08] [2.72e-05, 8.57e-06, 9.08e-06, 8.74e-07, 9.55e-06, 3.99e-07, 4.71e-06, 7.90e-06, 3.01e-05, 6.57e-06, 1.40e-05, 7.72e-05, 3.99e-06, 8.91e-09, 1.29e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.697929 s
Training model...
Step Train loss Test loss Test metric
1270000 [2.72e-05, 8.57e-06, 9.08e-06, 8.74e-07, 9.55e-06, 3.99e-07, 4.71e-06, 7.90e-06, 3.01e-05, 6.57e-06, 1.40e-05, 7.72e-05, 3.99e-06, 8.91e-09, 1.29e-08] [2.72e-05, 8.57e-06, 9.08e-06, 8.74e-07, 9.55e-06, 3.99e-07, 4.71e-06, 7.90e-06, 3.01e-05, 6.57e-06, 1.40e-05, 7.72e-05, 3.99e-06, 8.91e-09, 1.29e-08] []
1272000 [1.41e-05, 3.97e-06, 8.82e-06, 4.53e-07, 8.92e-06, 6.57e-06, 2.48e-05, 7.81e-06, 8.10e-06, 1.33e-05, 1.04e-05, 8.21e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.41e-05, 3.97e-06, 8.82e-06, 4.53e-07, 8.92e-06, 6.57e-06, 2.48e-05, 7.81e-06, 8.10e-06, 1.33e-05, 1.04e-05, 8.21e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.118407 s
Training model...
Step Train loss Test loss Test metric
1272000 [1.41e-05, 3.97e-06, 8.82e-06, 4.53e-07, 8.92e-06, 6.57e-06, 2.48e-05, 7.81e-06, 8.10e-06, 1.33e-05, 1.04e-05, 8.21e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.41e-05, 3.97e-06, 8.82e-06, 4.53e-07, 8.92e-06, 6.57e-06, 2.48e-05, 7.81e-06, 8.10e-06, 1.33e-05, 1.04e-05, 8.21e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1274000 [2.00e-06, 7.82e-07, 9.53e-07, 5.22e-08, 6.58e-07, 3.63e-07, 3.73e-06, 6.65e-07, 1.20e-06, 4.60e-07, 3.12e-07, 3.94e-06, 2.64e-07, 1.24e-08, 1.02e-08] [2.00e-06, 7.82e-07, 9.53e-07, 5.22e-08, 6.58e-07, 3.63e-07, 3.73e-06, 6.65e-07, 1.20e-06, 4.60e-07, 3.12e-07, 3.94e-06, 2.64e-07, 1.24e-08, 1.02e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.267789 s
Training model...
Step Train loss Test loss Test metric
1274000 [2.00e-06, 7.82e-07, 9.53e-07, 5.22e-08, 6.58e-07, 3.63e-07, 3.73e-06, 6.65e-07, 1.20e-06, 4.60e-07, 3.12e-07, 3.94e-06, 2.64e-07, 1.24e-08, 1.02e-08] [2.00e-06, 7.82e-07, 9.53e-07, 5.22e-08, 6.58e-07, 3.63e-07, 3.73e-06, 6.65e-07, 1.20e-06, 4.60e-07, 3.12e-07, 3.94e-06, 2.64e-07, 1.24e-08, 1.02e-08] []
1276000 [3.91e-06, 1.25e-06, 4.18e-06, 4.80e-07, 3.77e-07, 6.13e-07, 7.72e-09, 1.02e-07, 1.95e-06, 2.30e-06, 1.60e-06, 8.48e-07, 5.85e-07, 0.00e+00, 2.11e-11] [3.91e-06, 1.25e-06, 4.18e-06, 4.80e-07, 3.77e-07, 6.13e-07, 7.72e-09, 1.02e-07, 1.95e-06, 2.30e-06, 1.60e-06, 8.48e-07, 5.85e-07, 0.00e+00, 2.11e-11] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.673383 s
Training model...
Step Train loss Test loss Test metric
1276000 [3.91e-06, 1.25e-06, 4.18e-06, 4.80e-07, 3.77e-07, 6.13e-07, 7.72e-09, 1.02e-07, 1.95e-06, 2.30e-06, 1.60e-06, 8.48e-07, 5.85e-07, 0.00e+00, 2.11e-11] [3.91e-06, 1.25e-06, 4.18e-06, 4.80e-07, 3.77e-07, 6.13e-07, 7.72e-09, 1.02e-07, 1.95e-06, 2.30e-06, 1.60e-06, 8.48e-07, 5.85e-07, 0.00e+00, 2.11e-11] []
1278000 [7.55e-06, 2.60e-06, 5.06e-06, 2.39e-07, 2.78e-06, 3.61e-06, 3.03e-06, 3.03e-06, 3.56e-06, 2.74e-06, 3.23e-06, 2.49e-05, 1.93e-06, 4.12e-07, 8.31e-09] [7.55e-06, 2.60e-06, 5.06e-06, 2.39e-07, 2.78e-06, 3.61e-06, 3.03e-06, 3.03e-06, 3.56e-06, 2.74e-06, 3.23e-06, 2.49e-05, 1.93e-06, 4.12e-07, 8.31e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.771153 s
Training model...
Step Train loss Test loss Test metric
1278000 [7.55e-06, 2.60e-06, 5.06e-06, 2.39e-07, 2.78e-06, 3.61e-06, 3.03e-06, 3.03e-06, 3.56e-06, 2.74e-06, 3.23e-06, 2.49e-05, 1.93e-06, 4.12e-07, 8.31e-09] [7.55e-06, 2.60e-06, 5.06e-06, 2.39e-07, 2.78e-06, 3.61e-06, 3.03e-06, 3.03e-06, 3.56e-06, 2.74e-06, 3.23e-06, 2.49e-05, 1.93e-06, 4.12e-07, 8.31e-09] []
1280000 [1.48e-05, 4.56e-06, 8.04e-06, 1.54e-07, 8.00e-06, 4.13e-06, 3.17e-06, 5.03e-06, 7.06e-06, 5.44e-06, 5.71e-06, 5.22e-05, 3.40e-06, 5.89e-07, 8.68e-09] [1.48e-05, 4.56e-06, 8.04e-06, 1.54e-07, 8.00e-06, 4.13e-06, 3.17e-06, 5.03e-06, 7.06e-06, 5.44e-06, 5.71e-06, 5.22e-05, 3.40e-06, 5.89e-07, 8.68e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.604908 s
Best train step: 1079897
alpha: 0.21980887651
beta: 0.10970002413
kappa: -0.012434460223
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1280000 [1.48e-05, 4.56e-06, 8.04e-06, 1.54e-07, 8.00e-06, 4.13e-06, 3.17e-06, 5.03e-06, 7.06e-06, 5.44e-06, 5.71e-06, 5.22e-05, 3.40e-06, 5.89e-07, 8.68e-09] [1.48e-05, 4.56e-06, 8.04e-06, 1.54e-07, 8.00e-06, 4.13e-06, 3.17e-06, 5.03e-06, 7.06e-06, 5.44e-06, 5.71e-06, 5.22e-05, 3.40e-06, 5.89e-07, 8.68e-09] []
1282000 [1.36e-06, 1.11e-06, 1.13e-06, 1.24e-07, 7.75e-08, 2.32e-09, 4.39e-06, 1.77e-07, 2.75e-06, 6.54e-07, 9.64e-07, 8.10e-07, 4.26e-08, 1.01e-08, 1.20e-08] [1.36e-06, 1.11e-06, 1.13e-06, 1.24e-07, 7.75e-08, 2.32e-09, 4.39e-06, 1.77e-07, 2.75e-06, 6.54e-07, 9.64e-07, 8.10e-07, 4.26e-08, 1.01e-08, 1.20e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 42.130321 s
Training model...
Step Train loss Test loss Test metric
1282000 [1.36e-06, 1.11e-06, 1.13e-06, 1.24e-07, 7.75e-08, 2.32e-09, 4.39e-06, 1.77e-07, 2.75e-06, 6.54e-07, 9.64e-07, 8.10e-07, 4.26e-08, 1.01e-08, 1.20e-08] [1.36e-06, 1.11e-06, 1.13e-06, 1.24e-07, 7.75e-08, 2.32e-09, 4.39e-06, 1.77e-07, 2.75e-06, 6.54e-07, 9.64e-07, 8.10e-07, 4.26e-08, 1.01e-08, 1.20e-08] []
1284000 [2.31e-06, 2.53e-06, 2.83e-06, 3.29e-07, 1.73e-06, 2.00e-06, 1.31e-05, 2.15e-06, 1.68e-06, 3.57e-06, 2.46e-06, 1.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.31e-06, 2.53e-06, 2.83e-06, 3.29e-07, 1.73e-06, 2.00e-06, 1.31e-05, 2.15e-06, 1.68e-06, 3.57e-06, 2.46e-06, 1.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 42.140897 s
Training model...
Step Train loss Test loss Test metric
1284000 [2.31e-06, 2.53e-06, 2.83e-06, 3.29e-07, 1.73e-06, 2.00e-06, 1.31e-05, 2.15e-06, 1.68e-06, 3.57e-06, 2.46e-06, 1.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.31e-06, 2.53e-06, 2.83e-06, 3.29e-07, 1.73e-06, 2.00e-06, 1.31e-05, 2.15e-06, 1.68e-06, 3.57e-06, 2.46e-06, 1.26e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1286000 [2.78e-05, 1.16e-05, 1.25e-05, 1.44e-06, 1.20e-05, 1.75e-05, 3.41e-05, 1.66e-05, 3.30e-05, 8.62e-06, 2.22e-05, 1.63e-04, 7.18e-06, 1.13e-06, 0.00e+00] [2.78e-05, 1.16e-05, 1.25e-05, 1.44e-06, 1.20e-05, 1.75e-05, 3.41e-05, 1.66e-05, 3.30e-05, 8.62e-06, 2.22e-05, 1.63e-04, 7.18e-06, 1.13e-06, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.492494 s
Training model...
Step Train loss Test loss Test metric
1286000 [2.78e-05, 1.16e-05, 1.25e-05, 1.44e-06, 1.20e-05, 1.75e-05, 3.41e-05, 1.66e-05, 3.30e-05, 8.62e-06, 2.22e-05, 1.63e-04, 7.18e-06, 1.13e-06, 0.00e+00] [2.78e-05, 1.16e-05, 1.25e-05, 1.44e-06, 1.20e-05, 1.75e-05, 3.41e-05, 1.66e-05, 3.30e-05, 8.62e-06, 2.22e-05, 1.63e-04, 7.18e-06, 1.13e-06, 0.00e+00] []
1288000 [6.34e-07, 1.44e-06, 3.44e-06, 1.09e-06, 1.72e-08, 8.72e-07, 7.56e-06, 1.38e-07, 1.29e-06, 1.62e-06, 2.05e-06, 5.26e-06, 3.36e-09, 2.39e-09, 2.07e-08] [6.34e-07, 1.44e-06, 3.44e-06, 1.09e-06, 1.72e-08, 8.72e-07, 7.56e-06, 1.38e-07, 1.29e-06, 1.62e-06, 2.05e-06, 5.26e-06, 3.36e-09, 2.39e-09, 2.07e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.588645 s
Training model...
Step Train loss Test loss Test metric
1288000 [6.34e-07, 1.44e-06, 3.44e-06, 1.09e-06, 1.72e-08, 8.72e-07, 7.56e-06, 1.38e-07, 1.29e-06, 1.62e-06, 2.05e-06, 5.26e-06, 3.36e-09, 2.39e-09, 2.07e-08] [6.34e-07, 1.44e-06, 3.44e-06, 1.09e-06, 1.72e-08, 8.72e-07, 7.56e-06, 1.38e-07, 1.29e-06, 1.62e-06, 2.05e-06, 5.26e-06, 3.36e-09, 2.39e-09, 2.07e-08] []
1290000 [8.05e-05, 2.09e-05, 3.09e-05, 6.79e-07, 5.12e-05, 6.08e-05, 9.33e-06, 4.76e-05, 3.88e-05, 5.06e-05, 3.99e-05, 3.66e-04, 0.00e+00, 0.00e+00, 0.00e+00] [8.05e-05, 2.09e-05, 3.09e-05, 6.79e-07, 5.12e-05, 6.08e-05, 9.33e-06, 4.76e-05, 3.88e-05, 5.06e-05, 3.99e-05, 3.66e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.736666 s
Training model...
Step Train loss Test loss Test metric
1290000 [8.05e-05, 2.09e-05, 3.09e-05, 6.79e-07, 5.12e-05, 6.08e-05, 9.33e-06, 4.76e-05, 3.88e-05, 5.06e-05, 3.99e-05, 3.66e-04, 0.00e+00, 0.00e+00, 0.00e+00] [8.05e-05, 2.09e-05, 3.09e-05, 6.79e-07, 5.12e-05, 6.08e-05, 9.33e-06, 4.76e-05, 3.88e-05, 5.06e-05, 3.99e-05, 3.66e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1292000 [1.05e-06, 1.24e-06, 1.82e-06, 3.05e-07, 6.45e-08, 6.54e-08, 1.30e-05, 2.30e-08, 1.47e-06, 7.38e-07, 7.10e-07, 3.46e-07, 7.84e-10, 6.41e-13, 3.57e-08] [1.05e-06, 1.24e-06, 1.82e-06, 3.05e-07, 6.45e-08, 6.54e-08, 1.30e-05, 2.30e-08, 1.47e-06, 7.38e-07, 7.10e-07, 3.46e-07, 7.84e-10, 6.41e-13, 3.57e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.978160 s
Training model...
Step Train loss Test loss Test metric
1292000 [1.05e-06, 1.24e-06, 1.82e-06, 3.05e-07, 6.45e-08, 6.54e-08, 1.30e-05, 2.30e-08, 1.47e-06, 7.38e-07, 7.10e-07, 3.46e-07, 7.84e-10, 6.41e-13, 3.57e-08] [1.05e-06, 1.24e-06, 1.82e-06, 3.05e-07, 6.45e-08, 6.54e-08, 1.30e-05, 2.30e-08, 1.47e-06, 7.38e-07, 7.10e-07, 3.46e-07, 7.84e-10, 6.41e-13, 3.57e-08] []
1294000 [8.93e-05, 2.25e-05, 4.85e-05, 1.08e-06, 5.78e-05, 3.33e-05, 2.00e-05, 4.35e-05, 6.05e-05, 3.32e-05, 3.18e-05, 3.37e-04, 1.98e-05, 5.78e-06, 5.49e-08] [8.93e-05, 2.25e-05, 4.85e-05, 1.08e-06, 5.78e-05, 3.33e-05, 2.00e-05, 4.35e-05, 6.05e-05, 3.32e-05, 3.18e-05, 3.37e-04, 1.98e-05, 5.78e-06, 5.49e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.715534 s
Training model...
Step Train loss Test loss Test metric
1294000 [8.93e-05, 2.25e-05, 4.85e-05, 1.08e-06, 5.78e-05, 3.33e-05, 2.00e-05, 4.35e-05, 6.05e-05, 3.32e-05, 3.18e-05, 3.37e-04, 1.98e-05, 5.78e-06, 5.49e-08] [8.93e-05, 2.25e-05, 4.85e-05, 1.08e-06, 5.78e-05, 3.33e-05, 2.00e-05, 4.35e-05, 6.05e-05, 3.32e-05, 3.18e-05, 3.37e-04, 1.98e-05, 5.78e-06, 5.49e-08] []
1296000 [2.14e-05, 5.83e-06, 1.17e-05, 2.29e-07, 1.19e-05, 6.68e-06, 1.54e-06, 9.49e-06, 1.80e-05, 7.63e-06, 7.14e-06, 7.76e-05, 4.31e-06, 9.36e-07, 4.22e-09] [2.14e-05, 5.83e-06, 1.17e-05, 2.29e-07, 1.19e-05, 6.68e-06, 1.54e-06, 9.49e-06, 1.80e-05, 7.63e-06, 7.14e-06, 7.76e-05, 4.31e-06, 9.36e-07, 4.22e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.760209 s
Training model...
Step Train loss Test loss Test metric
1296000 [2.14e-05, 5.83e-06, 1.17e-05, 2.29e-07, 1.19e-05, 6.68e-06, 1.54e-06, 9.49e-06, 1.80e-05, 7.63e-06, 7.14e-06, 7.76e-05, 4.31e-06, 9.36e-07, 4.22e-09] [2.14e-05, 5.83e-06, 1.17e-05, 2.29e-07, 1.19e-05, 6.68e-06, 1.54e-06, 9.49e-06, 1.80e-05, 7.63e-06, 7.14e-06, 7.76e-05, 4.31e-06, 9.36e-07, 4.22e-09] []
1298000 [6.37e-06, 2.48e-06, 3.13e-06, 4.09e-07, 2.66e-06, 1.79e-06, 2.96e-06, 2.82e-06, 4.11e-06, 1.48e-06, 2.55e-06, 2.09e-05, 9.92e-07, 4.56e-07, 8.10e-09] [6.37e-06, 2.48e-06, 3.13e-06, 4.09e-07, 2.66e-06, 1.79e-06, 2.96e-06, 2.82e-06, 4.11e-06, 1.48e-06, 2.55e-06, 2.09e-05, 9.92e-07, 4.56e-07, 8.10e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.821922 s
Training model...
Step Train loss Test loss Test metric
1298000 [6.37e-06, 2.48e-06, 3.13e-06, 4.09e-07, 2.66e-06, 1.79e-06, 2.96e-06, 2.82e-06, 4.11e-06, 1.48e-06, 2.55e-06, 2.09e-05, 9.92e-07, 4.56e-07, 8.10e-09] [6.37e-06, 2.48e-06, 3.13e-06, 4.09e-07, 2.66e-06, 1.79e-06, 2.96e-06, 2.82e-06, 4.11e-06, 1.48e-06, 2.55e-06, 2.09e-05, 9.92e-07, 4.56e-07, 8.10e-09] []
1300000 [1.53e-05, 5.15e-06, 9.60e-06, 6.31e-08, 8.66e-06, 5.34e-06, 6.88e-06, 4.53e-06, 7.72e-06, 9.90e-06, 3.68e-06, 5.29e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.53e-05, 5.15e-06, 9.60e-06, 6.31e-08, 8.66e-06, 5.34e-06, 6.88e-06, 4.53e-06, 7.72e-06, 9.90e-06, 3.68e-06, 5.29e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.925986 s
Training model...
Step Train loss Test loss Test metric
1300000 [1.53e-05, 5.15e-06, 9.60e-06, 6.31e-08, 8.66e-06, 5.34e-06, 6.88e-06, 4.53e-06, 7.72e-06, 9.90e-06, 3.68e-06, 5.29e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.53e-05, 5.15e-06, 9.60e-06, 6.31e-08, 8.66e-06, 5.34e-06, 6.88e-06, 4.53e-06, 7.72e-06, 9.90e-06, 3.68e-06, 5.29e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1302000 [2.92e-05, 9.07e-06, 1.45e-05, 1.65e-06, 1.32e-05, 3.24e-05, 1.37e-05, 2.16e-05, 4.08e-05, 9.00e-06, 1.72e-05, 1.75e-04, 5.76e-06, 2.52e-06, 3.74e-08] [2.92e-05, 9.07e-06, 1.45e-05, 1.65e-06, 1.32e-05, 3.24e-05, 1.37e-05, 2.16e-05, 4.08e-05, 9.00e-06, 1.72e-05, 1.75e-04, 5.76e-06, 2.52e-06, 3.74e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 37.479563 s
Training model...
Step Train loss Test loss Test metric
1302000 [2.92e-05, 9.07e-06, 1.45e-05, 1.65e-06, 1.32e-05, 3.24e-05, 1.37e-05, 2.16e-05, 4.08e-05, 9.00e-06, 1.72e-05, 1.75e-04, 5.76e-06, 2.52e-06, 3.74e-08] [2.92e-05, 9.07e-06, 1.45e-05, 1.65e-06, 1.32e-05, 3.24e-05, 1.37e-05, 2.16e-05, 4.08e-05, 9.00e-06, 1.72e-05, 1.75e-04, 5.76e-06, 2.52e-06, 3.74e-08] []
1304000 [4.50e-06, 2.34e-06, 2.54e-06, 5.46e-07, 6.46e-07, 3.53e-06, 1.53e-05, 1.79e-06, 1.15e-06, 1.60e-06, 4.77e-06, 1.24e-05, 8.44e-07, 9.11e-07, 0.00e+00] [4.50e-06, 2.34e-06, 2.54e-06, 5.46e-07, 6.46e-07, 3.53e-06, 1.53e-05, 1.79e-06, 1.15e-06, 1.60e-06, 4.77e-06, 1.24e-05, 8.44e-07, 9.11e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.206725 s
Training model...
Step Train loss Test loss Test metric
1304000 [4.50e-06, 2.34e-06, 2.54e-06, 5.46e-07, 6.46e-07, 3.53e-06, 1.53e-05, 1.79e-06, 1.15e-06, 1.60e-06, 4.77e-06, 1.24e-05, 8.44e-07, 9.11e-07, 0.00e+00] [4.50e-06, 2.34e-06, 2.54e-06, 5.46e-07, 6.46e-07, 3.53e-06, 1.53e-05, 1.79e-06, 1.15e-06, 1.60e-06, 4.77e-06, 1.24e-05, 8.44e-07, 9.11e-07, 0.00e+00] []
1306000 [2.85e-06, 1.87e-06, 2.11e-06, 5.27e-07, 1.59e-06, 1.03e-06, 4.57e-06, 2.74e-06, 2.65e-06, 4.26e-06, 3.25e-06, 2.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.85e-06, 1.87e-06, 2.11e-06, 5.27e-07, 1.59e-06, 1.03e-06, 4.57e-06, 2.74e-06, 2.65e-06, 4.26e-06, 3.25e-06, 2.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.468116 s
Training model...
Step Train loss Test loss Test metric
1306000 [2.85e-06, 1.87e-06, 2.11e-06, 5.27e-07, 1.59e-06, 1.03e-06, 4.57e-06, 2.74e-06, 2.65e-06, 4.26e-06, 3.25e-06, 2.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.85e-06, 1.87e-06, 2.11e-06, 5.27e-07, 1.59e-06, 1.03e-06, 4.57e-06, 2.74e-06, 2.65e-06, 4.26e-06, 3.25e-06, 2.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1308000 [4.63e-05, 1.19e-05, 1.97e-05, 3.35e-07, 2.69e-05, 2.38e-05, 6.36e-06, 2.52e-05, 2.88e-05, 2.99e-05, 1.75e-05, 1.92e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.63e-05, 1.19e-05, 1.97e-05, 3.35e-07, 2.69e-05, 2.38e-05, 6.36e-06, 2.52e-05, 2.88e-05, 2.99e-05, 1.75e-05, 1.92e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.865994 s
Training model...
Step Train loss Test loss Test metric
1308000 [4.63e-05, 1.19e-05, 1.97e-05, 3.35e-07, 2.69e-05, 2.38e-05, 6.36e-06, 2.52e-05, 2.88e-05, 2.99e-05, 1.75e-05, 1.92e-04, 0.00e+00, 0.00e+00, 0.00e+00] [4.63e-05, 1.19e-05, 1.97e-05, 3.35e-07, 2.69e-05, 2.38e-05, 6.36e-06, 2.52e-05, 2.88e-05, 2.99e-05, 1.75e-05, 1.92e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1310000 [1.15e-05, 4.02e-06, 8.14e-06, 3.57e-07, 4.01e-06, 8.78e-06, 1.21e-06, 8.03e-06, 1.75e-05, 1.24e-06, 7.64e-06, 4.69e-05, 3.86e-07, 1.55e-06, 3.30e-09] [1.15e-05, 4.02e-06, 8.14e-06, 3.57e-07, 4.01e-06, 8.78e-06, 1.21e-06, 8.03e-06, 1.75e-05, 1.24e-06, 7.64e-06, 4.69e-05, 3.86e-07, 1.55e-06, 3.30e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.395068 s
Training model...
Step Train loss Test loss Test metric
1310000 [1.15e-05, 4.02e-06, 8.14e-06, 3.57e-07, 4.01e-06, 8.78e-06, 1.21e-06, 8.03e-06, 1.75e-05, 1.24e-06, 7.64e-06, 4.69e-05, 3.86e-07, 1.55e-06, 3.30e-09] [1.15e-05, 4.02e-06, 8.14e-06, 3.57e-07, 4.01e-06, 8.78e-06, 1.21e-06, 8.03e-06, 1.75e-05, 1.24e-06, 7.64e-06, 4.69e-05, 3.86e-07, 1.55e-06, 3.30e-09] []
1312000 [5.61e-06, 2.66e-06, 3.76e-06, 1.63e-07, 4.15e-06, 3.26e-06, 8.47e-06, 6.25e-06, 6.11e-06, 5.46e-06, 6.23e-06, 2.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.61e-06, 2.66e-06, 3.76e-06, 1.63e-07, 4.15e-06, 3.26e-06, 8.47e-06, 6.25e-06, 6.11e-06, 5.46e-06, 6.23e-06, 2.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.076641 s
Training model...
Step Train loss Test loss Test metric
1312000 [5.61e-06, 2.66e-06, 3.76e-06, 1.63e-07, 4.15e-06, 3.26e-06, 8.47e-06, 6.25e-06, 6.11e-06, 5.46e-06, 6.23e-06, 2.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.61e-06, 2.66e-06, 3.76e-06, 1.63e-07, 4.15e-06, 3.26e-06, 8.47e-06, 6.25e-06, 6.11e-06, 5.46e-06, 6.23e-06, 2.77e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1314000 [2.31e-05, 7.49e-06, 1.41e-05, 2.61e-07, 1.10e-05, 5.02e-06, 1.01e-05, 7.94e-06, 1.56e-05, 1.09e-05, 8.62e-06, 9.17e-05, 7.05e-06, 9.34e-07, 2.75e-08] [2.31e-05, 7.49e-06, 1.41e-05, 2.61e-07, 1.10e-05, 5.02e-06, 1.01e-05, 7.94e-06, 1.56e-05, 1.09e-05, 8.62e-06, 9.17e-05, 7.05e-06, 9.34e-07, 2.75e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.110434 s
Training model...
Step Train loss Test loss Test metric
1314000 [2.31e-05, 7.49e-06, 1.41e-05, 2.61e-07, 1.10e-05, 5.02e-06, 1.01e-05, 7.94e-06, 1.56e-05, 1.09e-05, 8.62e-06, 9.17e-05, 7.05e-06, 9.34e-07, 2.75e-08] [2.31e-05, 7.49e-06, 1.41e-05, 2.61e-07, 1.10e-05, 5.02e-06, 1.01e-05, 7.94e-06, 1.56e-05, 1.09e-05, 8.62e-06, 9.17e-05, 7.05e-06, 9.34e-07, 2.75e-08] []
1316000 [1.50e-05, 6.77e-06, 9.95e-06, 4.31e-07, 6.16e-06, 3.88e-06, 3.02e-06, 6.19e-06, 6.67e-06, 8.52e-06, 6.80e-06, 6.18e-05, 6.07e-06, 6.27e-07, 8.29e-09] [1.50e-05, 6.77e-06, 9.95e-06, 4.31e-07, 6.16e-06, 3.88e-06, 3.02e-06, 6.19e-06, 6.67e-06, 8.52e-06, 6.80e-06, 6.18e-05, 6.07e-06, 6.27e-07, 8.29e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.130153 s
Training model...
Step Train loss Test loss Test metric
1316000 [1.50e-05, 6.77e-06, 9.95e-06, 4.31e-07, 6.16e-06, 3.88e-06, 3.02e-06, 6.19e-06, 6.67e-06, 8.52e-06, 6.80e-06, 6.18e-05, 6.07e-06, 6.27e-07, 8.29e-09] [1.50e-05, 6.77e-06, 9.95e-06, 4.31e-07, 6.16e-06, 3.88e-06, 3.02e-06, 6.19e-06, 6.67e-06, 8.52e-06, 6.80e-06, 6.18e-05, 6.07e-06, 6.27e-07, 8.29e-09] []
1318000 [1.08e-05, 4.34e-06, 5.43e-06, 2.43e-07, 7.64e-06, 1.44e-05, 1.51e-05, 1.04e-05, 4.14e-06, 8.89e-06, 1.03e-05, 5.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.08e-05, 4.34e-06, 5.43e-06, 2.43e-07, 7.64e-06, 1.44e-05, 1.51e-05, 1.04e-05, 4.14e-06, 8.89e-06, 1.03e-05, 5.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.351958 s
Training model...
Step Train loss Test loss Test metric
1318000 [1.08e-05, 4.34e-06, 5.43e-06, 2.43e-07, 7.64e-06, 1.44e-05, 1.51e-05, 1.04e-05, 4.14e-06, 8.89e-06, 1.03e-05, 5.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.08e-05, 4.34e-06, 5.43e-06, 2.43e-07, 7.64e-06, 1.44e-05, 1.51e-05, 1.04e-05, 4.14e-06, 8.89e-06, 1.03e-05, 5.64e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1320000 [1.39e-06, 9.08e-07, 1.77e-06, 1.37e-07, 3.88e-10, 2.99e-10, 4.32e-06, 3.82e-08, 1.17e-06, 2.99e-07, 5.27e-07, 7.24e-07, 1.14e-10, 8.20e-13, 1.18e-08] [1.39e-06, 9.08e-07, 1.77e-06, 1.37e-07, 3.88e-10, 2.99e-10, 4.32e-06, 3.82e-08, 1.17e-06, 2.99e-07, 5.27e-07, 7.24e-07, 1.14e-10, 8.20e-13, 1.18e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.204122 s
Training model...
Step Train loss Test loss Test metric
1320000 [1.39e-06, 9.08e-07, 1.77e-06, 1.37e-07, 3.88e-10, 2.99e-10, 4.32e-06, 3.82e-08, 1.17e-06, 2.99e-07, 5.27e-07, 7.24e-07, 1.14e-10, 8.20e-13, 1.18e-08] [1.39e-06, 9.08e-07, 1.77e-06, 1.37e-07, 3.88e-10, 2.99e-10, 4.32e-06, 3.82e-08, 1.17e-06, 2.99e-07, 5.27e-07, 7.24e-07, 1.14e-10, 8.20e-13, 1.18e-08] []
1322000 [1.64e-05, 7.08e-06, 1.11e-05, 4.54e-07, 6.77e-06, 4.01e-06, 5.77e-06, 6.33e-06, 7.34e-06, 9.37e-06, 7.91e-06, 6.88e-05, 6.53e-06, 6.69e-07, 1.58e-08] [1.64e-05, 7.08e-06, 1.11e-05, 4.54e-07, 6.77e-06, 4.01e-06, 5.77e-06, 6.33e-06, 7.34e-06, 9.37e-06, 7.91e-06, 6.88e-05, 6.53e-06, 6.69e-07, 1.58e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.733426 s
Training model...
Step Train loss Test loss Test metric
1322000 [1.64e-05, 7.08e-06, 1.11e-05, 4.54e-07, 6.77e-06, 4.01e-06, 5.77e-06, 6.33e-06, 7.34e-06, 9.37e-06, 7.91e-06, 6.88e-05, 6.53e-06, 6.69e-07, 1.58e-08] [1.64e-05, 7.08e-06, 1.11e-05, 4.54e-07, 6.77e-06, 4.01e-06, 5.77e-06, 6.33e-06, 7.34e-06, 9.37e-06, 7.91e-06, 6.88e-05, 6.53e-06, 6.69e-07, 1.58e-08] []
1324000 [8.80e-06, 3.94e-06, 4.93e-06, 2.51e-07, 6.34e-06, 1.03e-05, 1.18e-05, 1.04e-05, 4.95e-06, 7.61e-06, 6.80e-06, 4.42e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.80e-06, 3.94e-06, 4.93e-06, 2.51e-07, 6.34e-06, 1.03e-05, 1.18e-05, 1.04e-05, 4.95e-06, 7.61e-06, 6.80e-06, 4.42e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.606532 s
Training model...
Step Train loss Test loss Test metric
1324000 [8.80e-06, 3.94e-06, 4.93e-06, 2.51e-07, 6.34e-06, 1.03e-05, 1.18e-05, 1.04e-05, 4.95e-06, 7.61e-06, 6.80e-06, 4.42e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.80e-06, 3.94e-06, 4.93e-06, 2.51e-07, 6.34e-06, 1.03e-05, 1.18e-05, 1.04e-05, 4.95e-06, 7.61e-06, 6.80e-06, 4.42e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1326000 [1.81e-05, 6.20e-06, 1.76e-05, 3.49e-07, 9.97e-06, 6.15e-06, 6.69e-06, 5.58e-06, 1.56e-05, 1.73e-05, 4.25e-06, 9.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.81e-05, 6.20e-06, 1.76e-05, 3.49e-07, 9.97e-06, 6.15e-06, 6.69e-06, 5.58e-06, 1.56e-05, 1.73e-05, 4.25e-06, 9.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 41.429826 s
Training model...
Step Train loss Test loss Test metric
1326000 [1.81e-05, 6.20e-06, 1.76e-05, 3.49e-07, 9.97e-06, 6.15e-06, 6.69e-06, 5.58e-06, 1.56e-05, 1.73e-05, 4.25e-06, 9.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.81e-05, 6.20e-06, 1.76e-05, 3.49e-07, 9.97e-06, 6.15e-06, 6.69e-06, 5.58e-06, 1.56e-05, 1.73e-05, 4.25e-06, 9.27e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1328000 [2.13e-05, 5.99e-06, 1.62e-05, 1.95e-07, 1.19e-05, 1.03e-05, 9.14e-06, 6.94e-06, 1.17e-05, 1.77e-05, 6.59e-06, 9.93e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.13e-05, 5.99e-06, 1.62e-05, 1.95e-07, 1.19e-05, 1.03e-05, 9.14e-06, 6.94e-06, 1.17e-05, 1.77e-05, 6.59e-06, 9.93e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.441248 s
Training model...
Step Train loss Test loss Test metric
1328000 [2.13e-05, 5.99e-06, 1.62e-05, 1.95e-07, 1.19e-05, 1.03e-05, 9.14e-06, 6.94e-06, 1.17e-05, 1.77e-05, 6.59e-06, 9.93e-05, 0.00e+00, 0.00e+00, 0.00e+00] [2.13e-05, 5.99e-06, 1.62e-05, 1.95e-07, 1.19e-05, 1.03e-05, 9.14e-06, 6.94e-06, 1.17e-05, 1.77e-05, 6.59e-06, 9.93e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1330000 [5.25e-06, 2.81e-06, 3.72e-06, 3.06e-07, 3.73e-06, 8.75e-06, 1.64e-05, 4.55e-06, 3.64e-06, 6.44e-06, 9.92e-06, 3.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.25e-06, 2.81e-06, 3.72e-06, 3.06e-07, 3.73e-06, 8.75e-06, 1.64e-05, 4.55e-06, 3.64e-06, 6.44e-06, 9.92e-06, 3.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.030983 s
Training model...
Step Train loss Test loss Test metric
1330000 [5.25e-06, 2.81e-06, 3.72e-06, 3.06e-07, 3.73e-06, 8.75e-06, 1.64e-05, 4.55e-06, 3.64e-06, 6.44e-06, 9.92e-06, 3.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.25e-06, 2.81e-06, 3.72e-06, 3.06e-07, 3.73e-06, 8.75e-06, 1.64e-05, 4.55e-06, 3.64e-06, 6.44e-06, 9.92e-06, 3.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1332000 [5.82e-06, 2.56e-06, 6.43e-06, 2.48e-07, 2.37e-06, 4.27e-06, 1.03e-05, 1.73e-06, 5.20e-06, 6.79e-07, 2.61e-06, 1.86e-05, 4.26e-07, 1.61e-07, 2.83e-08] [5.82e-06, 2.56e-06, 6.43e-06, 2.48e-07, 2.37e-06, 4.27e-06, 1.03e-05, 1.73e-06, 5.20e-06, 6.79e-07, 2.61e-06, 1.86e-05, 4.26e-07, 1.61e-07, 2.83e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.213185 s
Training model...
Step Train loss Test loss Test metric
1332000 [5.82e-06, 2.56e-06, 6.43e-06, 2.48e-07, 2.37e-06, 4.27e-06, 1.03e-05, 1.73e-06, 5.20e-06, 6.79e-07, 2.61e-06, 1.86e-05, 4.26e-07, 1.61e-07, 2.83e-08] [5.82e-06, 2.56e-06, 6.43e-06, 2.48e-07, 2.37e-06, 4.27e-06, 1.03e-05, 1.73e-06, 5.20e-06, 6.79e-07, 2.61e-06, 1.86e-05, 4.26e-07, 1.61e-07, 2.83e-08] []
1334000 [2.11e-05, 8.01e-06, 1.36e-05, 4.19e-07, 9.24e-06, 3.53e-06, 9.90e-06, 7.97e-06, 1.27e-05, 1.14e-05, 7.29e-06, 8.16e-05, 7.57e-06, 8.44e-07, 2.71e-08] [2.11e-05, 8.01e-06, 1.36e-05, 4.19e-07, 9.24e-06, 3.53e-06, 9.90e-06, 7.97e-06, 1.27e-05, 1.14e-05, 7.29e-06, 8.16e-05, 7.57e-06, 8.44e-07, 2.71e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.459574 s
Training model...
Step Train loss Test loss Test metric
1334000 [2.11e-05, 8.01e-06, 1.36e-05, 4.19e-07, 9.24e-06, 3.53e-06, 9.90e-06, 7.97e-06, 1.27e-05, 1.14e-05, 7.29e-06, 8.16e-05, 7.57e-06, 8.44e-07, 2.71e-08] [2.11e-05, 8.01e-06, 1.36e-05, 4.19e-07, 9.24e-06, 3.53e-06, 9.90e-06, 7.97e-06, 1.27e-05, 1.14e-05, 7.29e-06, 8.16e-05, 7.57e-06, 8.44e-07, 2.71e-08] []
1336000 [2.17e-05, 7.80e-06, 1.37e-05, 3.78e-07, 9.71e-06, 4.11e-06, 7.95e-06, 7.84e-06, 1.31e-05, 1.12e-05, 7.91e-06, 8.60e-05, 7.34e-06, 9.13e-07, 2.18e-08] [2.17e-05, 7.80e-06, 1.37e-05, 3.78e-07, 9.71e-06, 4.11e-06, 7.95e-06, 7.84e-06, 1.31e-05, 1.12e-05, 7.91e-06, 8.60e-05, 7.34e-06, 9.13e-07, 2.18e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.581285 s
Training model...
Step Train loss Test loss Test metric
1336000 [2.17e-05, 7.80e-06, 1.37e-05, 3.78e-07, 9.71e-06, 4.11e-06, 7.95e-06, 7.84e-06, 1.31e-05, 1.12e-05, 7.91e-06, 8.60e-05, 7.34e-06, 9.13e-07, 2.18e-08] [2.17e-05, 7.80e-06, 1.37e-05, 3.78e-07, 9.71e-06, 4.11e-06, 7.95e-06, 7.84e-06, 1.31e-05, 1.12e-05, 7.91e-06, 8.60e-05, 7.34e-06, 9.13e-07, 2.18e-08] []
1338000 [8.90e-06, 3.48e-06, 8.14e-06, 3.21e-07, 4.30e-06, 4.02e-06, 7.69e-06, 5.48e-06, 2.30e-05, 1.81e-06, 4.07e-06, 2.76e-05, 8.24e-07, 1.13e-07, 2.11e-08] [8.90e-06, 3.48e-06, 8.14e-06, 3.21e-07, 4.30e-06, 4.02e-06, 7.69e-06, 5.48e-06, 2.30e-05, 1.81e-06, 4.07e-06, 2.76e-05, 8.24e-07, 1.13e-07, 2.11e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.516734 s
Training model...
Step Train loss Test loss Test metric
1338000 [8.90e-06, 3.48e-06, 8.14e-06, 3.21e-07, 4.30e-06, 4.02e-06, 7.69e-06, 5.48e-06, 2.30e-05, 1.81e-06, 4.07e-06, 2.76e-05, 8.24e-07, 1.13e-07, 2.11e-08] [8.90e-06, 3.48e-06, 8.14e-06, 3.21e-07, 4.30e-06, 4.02e-06, 7.69e-06, 5.48e-06, 2.30e-05, 1.81e-06, 4.07e-06, 2.76e-05, 8.24e-07, 1.13e-07, 2.11e-08] []
1340000 [2.10e-05, 5.88e-06, 1.61e-05, 1.77e-07, 1.19e-05, 1.05e-05, 8.95e-06, 7.65e-06, 1.42e-05, 1.83e-05, 7.07e-06, 1.07e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.10e-05, 5.88e-06, 1.61e-05, 1.77e-07, 1.19e-05, 1.05e-05, 8.95e-06, 7.65e-06, 1.42e-05, 1.83e-05, 7.07e-06, 1.07e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.067327 s
Training model...
Step Train loss Test loss Test metric
1340000 [2.10e-05, 5.88e-06, 1.61e-05, 1.77e-07, 1.19e-05, 1.05e-05, 8.95e-06, 7.65e-06, 1.42e-05, 1.83e-05, 7.07e-06, 1.07e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.10e-05, 5.88e-06, 1.61e-05, 1.77e-07, 1.19e-05, 1.05e-05, 8.95e-06, 7.65e-06, 1.42e-05, 1.83e-05, 7.07e-06, 1.07e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1342000 [1.95e-05, 7.75e-06, 1.22e-05, 4.71e-07, 8.04e-06, 2.80e-06, 3.30e-06, 7.71e-06, 1.47e-05, 1.06e-05, 7.06e-06, 7.69e-05, 6.88e-06, 7.17e-07, 9.04e-09] [1.95e-05, 7.75e-06, 1.22e-05, 4.71e-07, 8.04e-06, 2.80e-06, 3.30e-06, 7.71e-06, 1.47e-05, 1.06e-05, 7.06e-06, 7.69e-05, 6.88e-06, 7.17e-07, 9.04e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.190328 s
Training model...
Step Train loss Test loss Test metric
1342000 [1.95e-05, 7.75e-06, 1.22e-05, 4.71e-07, 8.04e-06, 2.80e-06, 3.30e-06, 7.71e-06, 1.47e-05, 1.06e-05, 7.06e-06, 7.69e-05, 6.88e-06, 7.17e-07, 9.04e-09] [1.95e-05, 7.75e-06, 1.22e-05, 4.71e-07, 8.04e-06, 2.80e-06, 3.30e-06, 7.71e-06, 1.47e-05, 1.06e-05, 7.06e-06, 7.69e-05, 6.88e-06, 7.17e-07, 9.04e-09] []
1344000 [1.74e-05, 6.13e-06, 1.76e-05, 4.47e-07, 1.01e-05, 5.67e-06, 7.43e-07, 5.40e-06, 1.48e-05, 1.67e-05, 4.03e-06, 9.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.74e-05, 6.13e-06, 1.76e-05, 4.47e-07, 1.01e-05, 5.67e-06, 7.43e-07, 5.40e-06, 1.48e-05, 1.67e-05, 4.03e-06, 9.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.649639 s
Training model...
Step Train loss Test loss Test metric
1344000 [1.74e-05, 6.13e-06, 1.76e-05, 4.47e-07, 1.01e-05, 5.67e-06, 7.43e-07, 5.40e-06, 1.48e-05, 1.67e-05, 4.03e-06, 9.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.74e-05, 6.13e-06, 1.76e-05, 4.47e-07, 1.01e-05, 5.67e-06, 7.43e-07, 5.40e-06, 1.48e-05, 1.67e-05, 4.03e-06, 9.05e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1346000 [2.33e-05, 6.61e-06, 1.35e-05, 1.22e-07, 1.29e-05, 9.44e-06, 9.27e-06, 9.37e-06, 1.82e-05, 8.49e-06, 9.45e-06, 9.67e-05, 5.55e-06, 1.72e-06, 2.54e-08] [2.33e-05, 6.61e-06, 1.35e-05, 1.22e-07, 1.29e-05, 9.44e-06, 9.27e-06, 9.37e-06, 1.82e-05, 8.49e-06, 9.45e-06, 9.67e-05, 5.55e-06, 1.72e-06, 2.54e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.555855 s
Training model...
Step Train loss Test loss Test metric
1346000 [2.33e-05, 6.61e-06, 1.35e-05, 1.22e-07, 1.29e-05, 9.44e-06, 9.27e-06, 9.37e-06, 1.82e-05, 8.49e-06, 9.45e-06, 9.67e-05, 5.55e-06, 1.72e-06, 2.54e-08] [2.33e-05, 6.61e-06, 1.35e-05, 1.22e-07, 1.29e-05, 9.44e-06, 9.27e-06, 9.37e-06, 1.82e-05, 8.49e-06, 9.45e-06, 9.67e-05, 5.55e-06, 1.72e-06, 2.54e-08] []
1348000 [6.79e-06, 3.70e-06, 4.49e-06, 3.64e-07, 4.57e-06, 9.09e-06, 1.36e-05, 8.84e-06, 3.82e-06, 6.94e-06, 7.01e-06, 4.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.79e-06, 3.70e-06, 4.49e-06, 3.64e-07, 4.57e-06, 9.09e-06, 1.36e-05, 8.84e-06, 3.82e-06, 6.94e-06, 7.01e-06, 4.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.979288 s
Training model...
Step Train loss Test loss Test metric
1348000 [6.79e-06, 3.70e-06, 4.49e-06, 3.64e-07, 4.57e-06, 9.09e-06, 1.36e-05, 8.84e-06, 3.82e-06, 6.94e-06, 7.01e-06, 4.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.79e-06, 3.70e-06, 4.49e-06, 3.64e-07, 4.57e-06, 9.09e-06, 1.36e-05, 8.84e-06, 3.82e-06, 6.94e-06, 7.01e-06, 4.11e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1350000 [1.09e-05, 4.35e-06, 1.16e-05, 5.87e-07, 7.21e-06, 2.78e-06, 3.32e-06, 3.32e-06, 1.05e-05, 1.03e-05, 3.38e-06, 6.38e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.09e-05, 4.35e-06, 1.16e-05, 5.87e-07, 7.21e-06, 2.78e-06, 3.32e-06, 3.32e-06, 1.05e-05, 1.03e-05, 3.38e-06, 6.38e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.449279 s
Training model...
Step Train loss Test loss Test metric
1350000 [1.09e-05, 4.35e-06, 1.16e-05, 5.87e-07, 7.21e-06, 2.78e-06, 3.32e-06, 3.32e-06, 1.05e-05, 1.03e-05, 3.38e-06, 6.38e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.09e-05, 4.35e-06, 1.16e-05, 5.87e-07, 7.21e-06, 2.78e-06, 3.32e-06, 3.32e-06, 1.05e-05, 1.03e-05, 3.38e-06, 6.38e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1352000 [1.19e-05, 4.47e-06, 9.60e-06, 3.08e-07, 7.62e-06, 1.10e-05, 1.17e-05, 7.66e-06, 1.02e-05, 2.35e-06, 7.60e-06, 5.02e-05, 1.63e-06, 9.73e-07, 3.22e-08] [1.19e-05, 4.47e-06, 9.60e-06, 3.08e-07, 7.62e-06, 1.10e-05, 1.17e-05, 7.66e-06, 1.02e-05, 2.35e-06, 7.60e-06, 5.02e-05, 1.63e-06, 9.73e-07, 3.22e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.644137 s
Training model...
Step Train loss Test loss Test metric
1352000 [1.19e-05, 4.47e-06, 9.60e-06, 3.08e-07, 7.62e-06, 1.10e-05, 1.17e-05, 7.66e-06, 1.02e-05, 2.35e-06, 7.60e-06, 5.02e-05, 1.63e-06, 9.73e-07, 3.22e-08] [1.19e-05, 4.47e-06, 9.60e-06, 3.08e-07, 7.62e-06, 1.10e-05, 1.17e-05, 7.66e-06, 1.02e-05, 2.35e-06, 7.60e-06, 5.02e-05, 1.63e-06, 9.73e-07, 3.22e-08] []
1354000 [1.90e-05, 7.72e-06, 1.24e-05, 5.37e-07, 7.73e-06, 3.40e-06, 4.49e-06, 6.98e-06, 1.11e-05, 1.06e-05, 7.33e-06, 7.78e-05, 7.08e-06, 8.52e-07, 1.23e-08] [1.90e-05, 7.72e-06, 1.24e-05, 5.37e-07, 7.73e-06, 3.40e-06, 4.49e-06, 6.98e-06, 1.11e-05, 1.06e-05, 7.33e-06, 7.78e-05, 7.08e-06, 8.52e-07, 1.23e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.772467 s
Training model...
Step Train loss Test loss Test metric
1354000 [1.90e-05, 7.72e-06, 1.24e-05, 5.37e-07, 7.73e-06, 3.40e-06, 4.49e-06, 6.98e-06, 1.11e-05, 1.06e-05, 7.33e-06, 7.78e-05, 7.08e-06, 8.52e-07, 1.23e-08] [1.90e-05, 7.72e-06, 1.24e-05, 5.37e-07, 7.73e-06, 3.40e-06, 4.49e-06, 6.98e-06, 1.11e-05, 1.06e-05, 7.33e-06, 7.78e-05, 7.08e-06, 8.52e-07, 1.23e-08] []
1356000 [6.81e-07, 8.24e-07, 1.55e-06, 2.10e-07, 3.55e-08, 1.44e-07, 8.00e-06, 2.94e-09, 3.84e-07, 1.40e-06, 9.00e-07, 1.73e-06, 0.00e+00, 3.95e-10, 0.00e+00] [6.81e-07, 8.24e-07, 1.55e-06, 2.10e-07, 3.55e-08, 1.44e-07, 8.00e-06, 2.94e-09, 3.84e-07, 1.40e-06, 9.00e-07, 1.73e-06, 0.00e+00, 3.95e-10, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.254422 s
Training model...
Step Train loss Test loss Test metric
1356000 [6.81e-07, 8.24e-07, 1.55e-06, 2.10e-07, 3.55e-08, 1.44e-07, 8.00e-06, 2.94e-09, 3.84e-07, 1.40e-06, 9.00e-07, 1.73e-06, 0.00e+00, 3.95e-10, 0.00e+00] [6.81e-07, 8.24e-07, 1.55e-06, 2.10e-07, 3.55e-08, 1.44e-07, 8.00e-06, 2.94e-09, 3.84e-07, 1.40e-06, 9.00e-07, 1.73e-06, 0.00e+00, 3.95e-10, 0.00e+00] []
1358000 [2.05e-05, 6.64e-06, 9.27e-06, 2.60e-07, 1.34e-05, 1.83e-05, 1.98e-05, 1.51e-05, 1.05e-05, 1.50e-05, 1.25e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.05e-05, 6.64e-06, 9.27e-06, 2.60e-07, 1.34e-05, 1.83e-05, 1.98e-05, 1.51e-05, 1.05e-05, 1.50e-05, 1.25e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.323056 s
Training model...
Step Train loss Test loss Test metric
1358000 [2.05e-05, 6.64e-06, 9.27e-06, 2.60e-07, 1.34e-05, 1.83e-05, 1.98e-05, 1.51e-05, 1.05e-05, 1.50e-05, 1.25e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.05e-05, 6.64e-06, 9.27e-06, 2.60e-07, 1.34e-05, 1.83e-05, 1.98e-05, 1.51e-05, 1.05e-05, 1.50e-05, 1.25e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1360000 [1.83e-05, 5.77e-06, 1.68e-05, 3.43e-07, 1.03e-05, 6.79e-06, 2.24e-07, 5.97e-06, 1.51e-05, 1.69e-05, 4.57e-06, 9.30e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.83e-05, 5.77e-06, 1.68e-05, 3.43e-07, 1.03e-05, 6.79e-06, 2.24e-07, 5.97e-06, 1.51e-05, 1.69e-05, 4.57e-06, 9.30e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.242085 s
Training model...
Step Train loss Test loss Test metric
1360000 [1.83e-05, 5.77e-06, 1.68e-05, 3.43e-07, 1.03e-05, 6.79e-06, 2.24e-07, 5.97e-06, 1.51e-05, 1.69e-05, 4.57e-06, 9.30e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.83e-05, 5.77e-06, 1.68e-05, 3.43e-07, 1.03e-05, 6.79e-06, 2.24e-07, 5.97e-06, 1.51e-05, 1.69e-05, 4.57e-06, 9.30e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1362000 [3.57e-06, 1.32e-06, 2.93e-06, 3.28e-07, 2.79e-06, 4.39e-06, 2.41e-07, 2.99e-06, 3.75e-06, 3.88e-06, 2.92e-06, 2.47e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.57e-06, 1.32e-06, 2.93e-06, 3.28e-07, 2.79e-06, 4.39e-06, 2.41e-07, 2.99e-06, 3.75e-06, 3.88e-06, 2.92e-06, 2.47e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.525106 s
Training model...
Step Train loss Test loss Test metric
1362000 [3.57e-06, 1.32e-06, 2.93e-06, 3.28e-07, 2.79e-06, 4.39e-06, 2.41e-07, 2.99e-06, 3.75e-06, 3.88e-06, 2.92e-06, 2.47e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.57e-06, 1.32e-06, 2.93e-06, 3.28e-07, 2.79e-06, 4.39e-06, 2.41e-07, 2.99e-06, 3.75e-06, 3.88e-06, 2.92e-06, 2.47e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1364000 [5.81e-06, 2.65e-06, 7.29e-06, 3.25e-07, 2.47e-06, 9.73e-06, 6.61e-06, 1.32e-06, 3.62e-06, 8.71e-07, 1.31e-05, 2.67e-05, 3.71e-07, 5.04e-07, 1.81e-08] [5.81e-06, 2.65e-06, 7.29e-06, 3.25e-07, 2.47e-06, 9.73e-06, 6.61e-06, 1.32e-06, 3.62e-06, 8.71e-07, 1.31e-05, 2.67e-05, 3.71e-07, 5.04e-07, 1.81e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.465700 s
Training model...
Step Train loss Test loss Test metric
1364000 [5.81e-06, 2.65e-06, 7.29e-06, 3.25e-07, 2.47e-06, 9.73e-06, 6.61e-06, 1.32e-06, 3.62e-06, 8.71e-07, 1.31e-05, 2.67e-05, 3.71e-07, 5.04e-07, 1.81e-08] [5.81e-06, 2.65e-06, 7.29e-06, 3.25e-07, 2.47e-06, 9.73e-06, 6.61e-06, 1.32e-06, 3.62e-06, 8.71e-07, 1.31e-05, 2.67e-05, 3.71e-07, 5.04e-07, 1.81e-08] []
1366000 [1.40e-05, 4.68e-06, 1.01e-05, 2.32e-07, 9.51e-06, 1.50e-05, 8.19e-06, 9.53e-06, 1.15e-05, 3.19e-06, 1.11e-05, 6.79e-05, 2.23e-06, 1.57e-06, 2.24e-08] [1.40e-05, 4.68e-06, 1.01e-05, 2.32e-07, 9.51e-06, 1.50e-05, 8.19e-06, 9.53e-06, 1.15e-05, 3.19e-06, 1.11e-05, 6.79e-05, 2.23e-06, 1.57e-06, 2.24e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.954434 s
Training model...
Step Train loss Test loss Test metric
1366000 [1.40e-05, 4.68e-06, 1.01e-05, 2.32e-07, 9.51e-06, 1.50e-05, 8.19e-06, 9.53e-06, 1.15e-05, 3.19e-06, 1.11e-05, 6.79e-05, 2.23e-06, 1.57e-06, 2.24e-08] [1.40e-05, 4.68e-06, 1.01e-05, 2.32e-07, 9.51e-06, 1.50e-05, 8.19e-06, 9.53e-06, 1.15e-05, 3.19e-06, 1.11e-05, 6.79e-05, 2.23e-06, 1.57e-06, 2.24e-08] []
1368000 [2.13e-05, 8.25e-06, 1.37e-05, 5.85e-07, 8.62e-06, 3.18e-06, 9.45e-06, 7.87e-06, 1.36e-05, 1.16e-05, 7.98e-06, 8.60e-05, 7.65e-06, 8.37e-07, 2.59e-08] [2.13e-05, 8.25e-06, 1.37e-05, 5.85e-07, 8.62e-06, 3.18e-06, 9.45e-06, 7.87e-06, 1.36e-05, 1.16e-05, 7.98e-06, 8.60e-05, 7.65e-06, 8.37e-07, 2.59e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.289387 s
Training model...
Step Train loss Test loss Test metric
1368000 [2.13e-05, 8.25e-06, 1.37e-05, 5.85e-07, 8.62e-06, 3.18e-06, 9.45e-06, 7.87e-06, 1.36e-05, 1.16e-05, 7.98e-06, 8.60e-05, 7.65e-06, 8.37e-07, 2.59e-08] [2.13e-05, 8.25e-06, 1.37e-05, 5.85e-07, 8.62e-06, 3.18e-06, 9.45e-06, 7.87e-06, 1.36e-05, 1.16e-05, 7.98e-06, 8.60e-05, 7.65e-06, 8.37e-07, 2.59e-08] []
1370000 [1.31e-05, 6.10e-06, 7.50e-06, 5.20e-07, 5.21e-06, 3.38e-06, 1.67e-06, 4.96e-06, 8.88e-06, 6.56e-06, 4.42e-06, 4.67e-05, 4.50e-06, 6.50e-07, 4.58e-09] [1.31e-05, 6.10e-06, 7.50e-06, 5.20e-07, 5.21e-06, 3.38e-06, 1.67e-06, 4.96e-06, 8.88e-06, 6.56e-06, 4.42e-06, 4.67e-05, 4.50e-06, 6.50e-07, 4.58e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.164652 s
Training model...
Step Train loss Test loss Test metric
1370000 [1.31e-05, 6.10e-06, 7.50e-06, 5.20e-07, 5.21e-06, 3.38e-06, 1.67e-06, 4.96e-06, 8.88e-06, 6.56e-06, 4.42e-06, 4.67e-05, 4.50e-06, 6.50e-07, 4.58e-09] [1.31e-05, 6.10e-06, 7.50e-06, 5.20e-07, 5.21e-06, 3.38e-06, 1.67e-06, 4.96e-06, 8.88e-06, 6.56e-06, 4.42e-06, 4.67e-05, 4.50e-06, 6.50e-07, 4.58e-09] []
1372000 [6.17e-07, 8.25e-07, 1.38e-06, 1.86e-07, 8.31e-09, 2.22e-07, 3.45e-06, 5.00e-10, 3.99e-07, 1.14e-06, 7.94e-07, 1.27e-06, 0.00e+00, 6.09e-10, 0.00e+00] [6.17e-07, 8.25e-07, 1.38e-06, 1.86e-07, 8.31e-09, 2.22e-07, 3.45e-06, 5.00e-10, 3.99e-07, 1.14e-06, 7.94e-07, 1.27e-06, 0.00e+00, 6.09e-10, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.494958 s
Training model...
Step Train loss Test loss Test metric
1372000 [6.17e-07, 8.25e-07, 1.38e-06, 1.86e-07, 8.31e-09, 2.22e-07, 3.45e-06, 5.00e-10, 3.99e-07, 1.14e-06, 7.94e-07, 1.27e-06, 0.00e+00, 6.09e-10, 0.00e+00] [6.17e-07, 8.25e-07, 1.38e-06, 1.86e-07, 8.31e-09, 2.22e-07, 3.45e-06, 5.00e-10, 3.99e-07, 1.14e-06, 7.94e-07, 1.27e-06, 0.00e+00, 6.09e-10, 0.00e+00] []
1374000 [5.22e-06, 2.94e-06, 3.83e-06, 4.07e-07, 3.43e-06, 7.48e-06, 2.11e-05, 4.78e-06, 2.40e-06, 6.49e-06, 7.44e-06, 3.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.22e-06, 2.94e-06, 3.83e-06, 4.07e-07, 3.43e-06, 7.48e-06, 2.11e-05, 4.78e-06, 2.40e-06, 6.49e-06, 7.44e-06, 3.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.558304 s
Training model...
Step Train loss Test loss Test metric
1374000 [5.22e-06, 2.94e-06, 3.83e-06, 4.07e-07, 3.43e-06, 7.48e-06, 2.11e-05, 4.78e-06, 2.40e-06, 6.49e-06, 7.44e-06, 3.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.22e-06, 2.94e-06, 3.83e-06, 4.07e-07, 3.43e-06, 7.48e-06, 2.11e-05, 4.78e-06, 2.40e-06, 6.49e-06, 7.44e-06, 3.37e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1376000 [1.17e-05, 5.36e-06, 6.10e-06, 4.22e-07, 7.40e-06, 1.01e-05, 2.34e-05, 1.36e-05, 1.16e-05, 9.53e-06, 9.52e-06, 5.78e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.17e-05, 5.36e-06, 6.10e-06, 4.22e-07, 7.40e-06, 1.01e-05, 2.34e-05, 1.36e-05, 1.16e-05, 9.53e-06, 9.52e-06, 5.78e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 38.710213 s
Training model...
Step Train loss Test loss Test metric
1376000 [1.17e-05, 5.36e-06, 6.10e-06, 4.22e-07, 7.40e-06, 1.01e-05, 2.34e-05, 1.36e-05, 1.16e-05, 9.53e-06, 9.52e-06, 5.78e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.17e-05, 5.36e-06, 6.10e-06, 4.22e-07, 7.40e-06, 1.01e-05, 2.34e-05, 1.36e-05, 1.16e-05, 9.53e-06, 9.52e-06, 5.78e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1378000 [2.11e-05, 6.26e-06, 1.81e-05, 2.43e-07, 1.25e-05, 1.05e-05, 9.93e-06, 7.79e-06, 1.38e-05, 1.94e-05, 7.41e-06, 1.12e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.11e-05, 6.26e-06, 1.81e-05, 2.43e-07, 1.25e-05, 1.05e-05, 9.93e-06, 7.79e-06, 1.38e-05, 1.94e-05, 7.41e-06, 1.12e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.452518 s
Training model...
Step Train loss Test loss Test metric
1378000 [2.11e-05, 6.26e-06, 1.81e-05, 2.43e-07, 1.25e-05, 1.05e-05, 9.93e-06, 7.79e-06, 1.38e-05, 1.94e-05, 7.41e-06, 1.12e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.11e-05, 6.26e-06, 1.81e-05, 2.43e-07, 1.25e-05, 1.05e-05, 9.93e-06, 7.79e-06, 1.38e-05, 1.94e-05, 7.41e-06, 1.12e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1380000 [9.17e-06, 3.47e-06, 9.36e-06, 6.46e-07, 6.15e-06, 2.56e-06, 8.02e-06, 3.20e-06, 8.68e-06, 8.67e-06, 3.17e-06, 5.55e-05, 0.00e+00, 0.00e+00, 2.20e-08] [9.17e-06, 3.47e-06, 9.36e-06, 6.46e-07, 6.15e-06, 2.56e-06, 8.02e-06, 3.20e-06, 8.68e-06, 8.67e-06, 3.17e-06, 5.55e-05, 0.00e+00, 0.00e+00, 2.20e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.200336 s
Best train step: 1079897
alpha: 0.21980887651
beta: 0.10970002413
kappa: -0.012434460223
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1380000 [9.17e-06, 3.47e-06, 9.36e-06, 6.46e-07, 6.15e-06, 2.56e-06, 8.02e-06, 3.20e-06, 8.68e-06, 8.67e-06, 3.17e-06, 5.55e-05, 0.00e+00, 0.00e+00, 2.20e-08] [9.17e-06, 3.47e-06, 9.36e-06, 6.46e-07, 6.15e-06, 2.56e-06, 8.02e-06, 3.20e-06, 8.68e-06, 8.67e-06, 3.17e-06, 5.55e-05, 0.00e+00, 0.00e+00, 2.20e-08] []
1382000 [2.99e-06, 9.19e-07, 1.95e-06, 2.04e-07, 2.44e-06, 3.97e-06, 2.40e-06, 2.23e-06, 1.28e-06, 3.22e-06, 3.10e-06, 1.74e-05, 0.00e+00, 0.00e+00, 6.57e-09] [2.99e-06, 9.19e-07, 1.95e-06, 2.04e-07, 2.44e-06, 3.97e-06, 2.40e-06, 2.23e-06, 1.28e-06, 3.22e-06, 3.10e-06, 1.74e-05, 0.00e+00, 0.00e+00, 6.57e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.166158 s
Training model...
Step Train loss Test loss Test metric
1382000 [2.99e-06, 9.19e-07, 1.95e-06, 2.04e-07, 2.44e-06, 3.97e-06, 2.40e-06, 2.23e-06, 1.28e-06, 3.22e-06, 3.10e-06, 1.74e-05, 0.00e+00, 0.00e+00, 6.57e-09] [2.99e-06, 9.19e-07, 1.95e-06, 2.04e-07, 2.44e-06, 3.97e-06, 2.40e-06, 2.23e-06, 1.28e-06, 3.22e-06, 3.10e-06, 1.74e-05, 0.00e+00, 0.00e+00, 6.57e-09] []
1384000 [2.38e-06, 1.83e-06, 4.37e-06, 2.30e-07, 5.27e-07, 1.50e-06, 8.34e-06, 4.03e-08, 1.11e-06, 2.79e-07, 4.20e-06, 4.65e-06, 4.28e-08, 5.16e-09, 2.28e-08] [2.38e-06, 1.83e-06, 4.37e-06, 2.30e-07, 5.27e-07, 1.50e-06, 8.34e-06, 4.03e-08, 1.11e-06, 2.79e-07, 4.20e-06, 4.65e-06, 4.28e-08, 5.16e-09, 2.28e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 43.912648 s
Training model...
Step Train loss Test loss Test metric
1384000 [2.38e-06, 1.83e-06, 4.37e-06, 2.30e-07, 5.27e-07, 1.50e-06, 8.34e-06, 4.03e-08, 1.11e-06, 2.79e-07, 4.20e-06, 4.65e-06, 4.28e-08, 5.16e-09, 2.28e-08] [2.38e-06, 1.83e-06, 4.37e-06, 2.30e-07, 5.27e-07, 1.50e-06, 8.34e-06, 4.03e-08, 1.11e-06, 2.79e-07, 4.20e-06, 4.65e-06, 4.28e-08, 5.16e-09, 2.28e-08] []
1386000 [1.67e-05, 5.50e-06, 1.18e-05, 3.31e-07, 1.09e-05, 1.22e-05, 9.59e-06, 1.34e-05, 2.29e-05, 3.85e-06, 7.04e-06, 7.27e-05, 2.49e-06, 1.11e-06, 2.63e-08] [1.67e-05, 5.50e-06, 1.18e-05, 3.31e-07, 1.09e-05, 1.22e-05, 9.59e-06, 1.34e-05, 2.29e-05, 3.85e-06, 7.04e-06, 7.27e-05, 2.49e-06, 1.11e-06, 2.63e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.262263 s
Training model...
Step Train loss Test loss Test metric
1386000 [1.67e-05, 5.50e-06, 1.18e-05, 3.31e-07, 1.09e-05, 1.22e-05, 9.59e-06, 1.34e-05, 2.29e-05, 3.85e-06, 7.04e-06, 7.27e-05, 2.49e-06, 1.11e-06, 2.63e-08] [1.67e-05, 5.50e-06, 1.18e-05, 3.31e-07, 1.09e-05, 1.22e-05, 9.59e-06, 1.34e-05, 2.29e-05, 3.85e-06, 7.04e-06, 7.27e-05, 2.49e-06, 1.11e-06, 2.63e-08] []
1388000 [1.75e-05, 5.44e-06, 1.12e-05, 2.03e-07, 1.14e-05, 1.29e-05, 1.35e-05, 1.11e-05, 1.65e-05, 4.30e-06, 8.35e-06, 7.43e-05, 2.97e-06, 1.49e-06, 3.70e-08] [1.75e-05, 5.44e-06, 1.12e-05, 2.03e-07, 1.14e-05, 1.29e-05, 1.35e-05, 1.11e-05, 1.65e-05, 4.30e-06, 8.35e-06, 7.43e-05, 2.97e-06, 1.49e-06, 3.70e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.122538 s
Training model...
Step Train loss Test loss Test metric
1388000 [1.75e-05, 5.44e-06, 1.12e-05, 2.03e-07, 1.14e-05, 1.29e-05, 1.35e-05, 1.11e-05, 1.65e-05, 4.30e-06, 8.35e-06, 7.43e-05, 2.97e-06, 1.49e-06, 3.70e-08] [1.75e-05, 5.44e-06, 1.12e-05, 2.03e-07, 1.14e-05, 1.29e-05, 1.35e-05, 1.11e-05, 1.65e-05, 4.30e-06, 8.35e-06, 7.43e-05, 2.97e-06, 1.49e-06, 3.70e-08] []
1390000 [2.29e-05, 7.60e-06, 1.43e-05, 3.91e-07, 9.96e-06, 5.01e-06, 8.68e-06, 7.00e-06, 1.31e-05, 1.11e-05, 1.12e-05, 9.96e-05, 7.26e-06, 1.24e-06, 2.38e-08] [2.29e-05, 7.60e-06, 1.43e-05, 3.91e-07, 9.96e-06, 5.01e-06, 8.68e-06, 7.00e-06, 1.31e-05, 1.11e-05, 1.12e-05, 9.96e-05, 7.26e-06, 1.24e-06, 2.38e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.615400 s
Training model...
Step Train loss Test loss Test metric
1390000 [2.29e-05, 7.60e-06, 1.43e-05, 3.91e-07, 9.96e-06, 5.01e-06, 8.68e-06, 7.00e-06, 1.31e-05, 1.11e-05, 1.12e-05, 9.96e-05, 7.26e-06, 1.24e-06, 2.38e-08] [2.29e-05, 7.60e-06, 1.43e-05, 3.91e-07, 9.96e-06, 5.01e-06, 8.68e-06, 7.00e-06, 1.31e-05, 1.11e-05, 1.12e-05, 9.96e-05, 7.26e-06, 1.24e-06, 2.38e-08] []
1392000 [1.55e-06, 9.30e-07, 1.09e-06, 1.45e-07, 4.12e-07, 1.94e-06, 4.66e-06, 5.55e-07, 6.71e-07, 3.40e-07, 1.07e-06, 2.05e-06, 4.83e-08, 2.36e-08, 0.00e+00] [1.55e-06, 9.30e-07, 1.09e-06, 1.45e-07, 4.12e-07, 1.94e-06, 4.66e-06, 5.55e-07, 6.71e-07, 3.40e-07, 1.07e-06, 2.05e-06, 4.83e-08, 2.36e-08, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.500203 s
Training model...
Step Train loss Test loss Test metric
1392000 [1.55e-06, 9.30e-07, 1.09e-06, 1.45e-07, 4.12e-07, 1.94e-06, 4.66e-06, 5.55e-07, 6.71e-07, 3.40e-07, 1.07e-06, 2.05e-06, 4.83e-08, 2.36e-08, 0.00e+00] [1.55e-06, 9.30e-07, 1.09e-06, 1.45e-07, 4.12e-07, 1.94e-06, 4.66e-06, 5.55e-07, 6.71e-07, 3.40e-07, 1.07e-06, 2.05e-06, 4.83e-08, 2.36e-08, 0.00e+00] []
1394000 [1.65e-05, 5.78e-06, 7.68e-06, 2.68e-07, 1.08e-05, 1.50e-05, 1.05e-05, 1.29e-05, 8.71e-06, 1.24e-05, 1.03e-05, 8.31e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.65e-05, 5.78e-06, 7.68e-06, 2.68e-07, 1.08e-05, 1.50e-05, 1.05e-05, 1.29e-05, 8.71e-06, 1.24e-05, 1.03e-05, 8.31e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.109021 s
Training model...
Step Train loss Test loss Test metric
1394000 [1.65e-05, 5.78e-06, 7.68e-06, 2.68e-07, 1.08e-05, 1.50e-05, 1.05e-05, 1.29e-05, 8.71e-06, 1.24e-05, 1.03e-05, 8.31e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.65e-05, 5.78e-06, 7.68e-06, 2.68e-07, 1.08e-05, 1.50e-05, 1.05e-05, 1.29e-05, 8.71e-06, 1.24e-05, 1.03e-05, 8.31e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1396000 [1.53e-06, 7.21e-07, 1.22e-06, 2.76e-07, 1.24e-06, 2.14e-06, 1.33e-05, 1.39e-06, 1.51e-06, 1.96e-06, 1.88e-06, 1.22e-05, 0.00e+00, 0.00e+00, 3.64e-08] [1.53e-06, 7.21e-07, 1.22e-06, 2.76e-07, 1.24e-06, 2.14e-06, 1.33e-05, 1.39e-06, 1.51e-06, 1.96e-06, 1.88e-06, 1.22e-05, 0.00e+00, 0.00e+00, 3.64e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.121531 s
Training model...
Step Train loss Test loss Test metric
1396000 [1.53e-06, 7.21e-07, 1.22e-06, 2.76e-07, 1.24e-06, 2.14e-06, 1.33e-05, 1.39e-06, 1.51e-06, 1.96e-06, 1.88e-06, 1.22e-05, 0.00e+00, 0.00e+00, 3.64e-08] [1.53e-06, 7.21e-07, 1.22e-06, 2.76e-07, 1.24e-06, 2.14e-06, 1.33e-05, 1.39e-06, 1.51e-06, 1.96e-06, 1.88e-06, 1.22e-05, 0.00e+00, 0.00e+00, 3.64e-08] []
1398000 [1.28e-05, 4.68e-06, 9.80e-06, 3.25e-07, 7.96e-06, 9.33e-06, 1.17e-05, 8.77e-06, 1.46e-05, 2.49e-06, 4.81e-06, 4.78e-05, 1.69e-06, 6.90e-07, 3.19e-08] [1.28e-05, 4.68e-06, 9.80e-06, 3.25e-07, 7.96e-06, 9.33e-06, 1.17e-05, 8.77e-06, 1.46e-05, 2.49e-06, 4.81e-06, 4.78e-05, 1.69e-06, 6.90e-07, 3.19e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.873018 s
Training model...
Step Train loss Test loss Test metric
1398000 [1.28e-05, 4.68e-06, 9.80e-06, 3.25e-07, 7.96e-06, 9.33e-06, 1.17e-05, 8.77e-06, 1.46e-05, 2.49e-06, 4.81e-06, 4.78e-05, 1.69e-06, 6.90e-07, 3.19e-08] [1.28e-05, 4.68e-06, 9.80e-06, 3.25e-07, 7.96e-06, 9.33e-06, 1.17e-05, 8.77e-06, 1.46e-05, 2.49e-06, 4.81e-06, 4.78e-05, 1.69e-06, 6.90e-07, 3.19e-08] []
1400000 [6.99e-06, 3.10e-06, 2.90e-06, 3.10e-07, 3.06e-06, 4.00e-06, 4.64e-08, 2.67e-06, 3.99e-06, 1.91e-06, 1.93e-06, 2.02e-05, 1.34e-06, 3.26e-07, 1.27e-10] [6.99e-06, 3.10e-06, 2.90e-06, 3.10e-07, 3.06e-06, 4.00e-06, 4.64e-08, 2.67e-06, 3.99e-06, 1.91e-06, 1.93e-06, 2.02e-05, 1.34e-06, 3.26e-07, 1.27e-10] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.286018 s
Training model...
Step Train loss Test loss Test metric
1400000 [6.99e-06, 3.10e-06, 2.90e-06, 3.10e-07, 3.06e-06, 4.00e-06, 4.64e-08, 2.67e-06, 3.99e-06, 1.91e-06, 1.93e-06, 2.02e-05, 1.34e-06, 3.26e-07, 1.27e-10] [6.99e-06, 3.10e-06, 2.90e-06, 3.10e-07, 3.06e-06, 4.00e-06, 4.64e-08, 2.67e-06, 3.99e-06, 1.91e-06, 1.93e-06, 2.02e-05, 1.34e-06, 3.26e-07, 1.27e-10] []
1402000 [2.42e-05, 6.40e-06, 1.72e-05, 1.43e-07, 1.49e-05, 1.50e-05, 2.15e-05, 1.06e-05, 1.35e-05, 2.13e-05, 1.08e-05, 1.28e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.42e-05, 6.40e-06, 1.72e-05, 1.43e-07, 1.49e-05, 1.50e-05, 2.15e-05, 1.06e-05, 1.35e-05, 2.13e-05, 1.08e-05, 1.28e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.942385 s
Training model...
Step Train loss Test loss Test metric
1402000 [2.42e-05, 6.40e-06, 1.72e-05, 1.43e-07, 1.49e-05, 1.50e-05, 2.15e-05, 1.06e-05, 1.35e-05, 2.13e-05, 1.08e-05, 1.28e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.42e-05, 6.40e-06, 1.72e-05, 1.43e-07, 1.49e-05, 1.50e-05, 2.15e-05, 1.06e-05, 1.35e-05, 2.13e-05, 1.08e-05, 1.28e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1404000 [4.17e-06, 1.41e-06, 3.29e-06, 3.75e-07, 3.38e-06, 3.99e-06, 3.54e-06, 2.31e-06, 2.70e-06, 3.99e-06, 3.83e-06, 2.69e-05, 0.00e+00, 0.00e+00, 9.71e-09] [4.17e-06, 1.41e-06, 3.29e-06, 3.75e-07, 3.38e-06, 3.99e-06, 3.54e-06, 2.31e-06, 2.70e-06, 3.99e-06, 3.83e-06, 2.69e-05, 0.00e+00, 0.00e+00, 9.71e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.417794 s
Training model...
Step Train loss Test loss Test metric
1404000 [4.17e-06, 1.41e-06, 3.29e-06, 3.75e-07, 3.38e-06, 3.99e-06, 3.54e-06, 2.31e-06, 2.70e-06, 3.99e-06, 3.83e-06, 2.69e-05, 0.00e+00, 0.00e+00, 9.71e-09] [4.17e-06, 1.41e-06, 3.29e-06, 3.75e-07, 3.38e-06, 3.99e-06, 3.54e-06, 2.31e-06, 2.70e-06, 3.99e-06, 3.83e-06, 2.69e-05, 0.00e+00, 0.00e+00, 9.71e-09] []
1406000 [2.00e-05, 6.06e-06, 1.22e-05, 1.89e-07, 1.26e-05, 1.54e-05, 1.13e-05, 1.23e-05, 1.73e-05, 5.27e-06, 1.02e-05, 8.72e-05, 3.70e-06, 2.10e-06, 3.10e-08] [2.00e-05, 6.06e-06, 1.22e-05, 1.89e-07, 1.26e-05, 1.54e-05, 1.13e-05, 1.23e-05, 1.73e-05, 5.27e-06, 1.02e-05, 8.72e-05, 3.70e-06, 2.10e-06, 3.10e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.227507 s
Training model...
Step Train loss Test loss Test metric
1406000 [2.00e-05, 6.06e-06, 1.22e-05, 1.89e-07, 1.26e-05, 1.54e-05, 1.13e-05, 1.23e-05, 1.73e-05, 5.27e-06, 1.02e-05, 8.72e-05, 3.70e-06, 2.10e-06, 3.10e-08] [2.00e-05, 6.06e-06, 1.22e-05, 1.89e-07, 1.26e-05, 1.54e-05, 1.13e-05, 1.23e-05, 1.73e-05, 5.27e-06, 1.02e-05, 8.72e-05, 3.70e-06, 2.10e-06, 3.10e-08] []
1408000 [9.14e-06, 4.08e-06, 4.56e-06, 4.23e-07, 3.80e-06, 3.60e-06, 1.64e-06, 2.80e-06, 3.62e-06, 3.51e-06, 3.71e-06, 3.12e-05, 2.50e-06, 4.85e-07, 4.50e-09] [9.14e-06, 4.08e-06, 4.56e-06, 4.23e-07, 3.80e-06, 3.60e-06, 1.64e-06, 2.80e-06, 3.62e-06, 3.51e-06, 3.71e-06, 3.12e-05, 2.50e-06, 4.85e-07, 4.50e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.790236 s
Training model...
Step Train loss Test loss Test metric
1408000 [9.14e-06, 4.08e-06, 4.56e-06, 4.23e-07, 3.80e-06, 3.60e-06, 1.64e-06, 2.80e-06, 3.62e-06, 3.51e-06, 3.71e-06, 3.12e-05, 2.50e-06, 4.85e-07, 4.50e-09] [9.14e-06, 4.08e-06, 4.56e-06, 4.23e-07, 3.80e-06, 3.60e-06, 1.64e-06, 2.80e-06, 3.62e-06, 3.51e-06, 3.71e-06, 3.12e-05, 2.50e-06, 4.85e-07, 4.50e-09] []
1410000 [1.73e-05, 6.00e-06, 7.76e-06, 2.58e-07, 1.15e-05, 1.43e-05, 6.27e-06, 1.19e-05, 7.99e-06, 1.22e-05, 9.46e-06, 7.84e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.73e-05, 6.00e-06, 7.76e-06, 2.58e-07, 1.15e-05, 1.43e-05, 6.27e-06, 1.19e-05, 7.99e-06, 1.22e-05, 9.46e-06, 7.84e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.801389 s
Training model...
Step Train loss Test loss Test metric
1410000 [1.73e-05, 6.00e-06, 7.76e-06, 2.58e-07, 1.15e-05, 1.43e-05, 6.27e-06, 1.19e-05, 7.99e-06, 1.22e-05, 9.46e-06, 7.84e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.73e-05, 6.00e-06, 7.76e-06, 2.58e-07, 1.15e-05, 1.43e-05, 6.27e-06, 1.19e-05, 7.99e-06, 1.22e-05, 9.46e-06, 7.84e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1412000 [5.37e-06, 2.06e-06, 5.14e-06, 4.22e-07, 4.18e-06, 4.40e-06, 3.76e-07, 2.33e-06, 3.60e-06, 5.46e-06, 5.92e-06, 3.79e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.37e-06, 2.06e-06, 5.14e-06, 4.22e-07, 4.18e-06, 4.40e-06, 3.76e-07, 2.33e-06, 3.60e-06, 5.46e-06, 5.92e-06, 3.79e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.922814 s
Training model...
Step Train loss Test loss Test metric
1412000 [5.37e-06, 2.06e-06, 5.14e-06, 4.22e-07, 4.18e-06, 4.40e-06, 3.76e-07, 2.33e-06, 3.60e-06, 5.46e-06, 5.92e-06, 3.79e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.37e-06, 2.06e-06, 5.14e-06, 4.22e-07, 4.18e-06, 4.40e-06, 3.76e-07, 2.33e-06, 3.60e-06, 5.46e-06, 5.92e-06, 3.79e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1414000 [1.23e-05, 4.41e-06, 9.45e-06, 3.40e-07, 7.33e-06, 7.13e-06, 1.10e-05, 8.29e-06, 1.91e-05, 2.39e-06, 3.64e-06, 4.07e-05, 1.46e-06, 3.92e-07, 3.02e-08] [1.23e-05, 4.41e-06, 9.45e-06, 3.40e-07, 7.33e-06, 7.13e-06, 1.10e-05, 8.29e-06, 1.91e-05, 2.39e-06, 3.64e-06, 4.07e-05, 1.46e-06, 3.92e-07, 3.02e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.187293 s
Training model...
Step Train loss Test loss Test metric
1414000 [1.23e-05, 4.41e-06, 9.45e-06, 3.40e-07, 7.33e-06, 7.13e-06, 1.10e-05, 8.29e-06, 1.91e-05, 2.39e-06, 3.64e-06, 4.07e-05, 1.46e-06, 3.92e-07, 3.02e-08] [1.23e-05, 4.41e-06, 9.45e-06, 3.40e-07, 7.33e-06, 7.13e-06, 1.10e-05, 8.29e-06, 1.91e-05, 2.39e-06, 3.64e-06, 4.07e-05, 1.46e-06, 3.92e-07, 3.02e-08] []
1416000 [1.61e-05, 6.78e-06, 1.03e-05, 5.57e-07, 6.02e-06, 3.78e-06, 1.02e-07, 5.19e-06, 7.30e-06, 8.66e-06, 9.29e-06, 6.98e-05, 5.81e-06, 8.63e-07, 2.78e-10] [1.61e-05, 6.78e-06, 1.03e-05, 5.57e-07, 6.02e-06, 3.78e-06, 1.02e-07, 5.19e-06, 7.30e-06, 8.66e-06, 9.29e-06, 6.98e-05, 5.81e-06, 8.63e-07, 2.78e-10] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.318031 s
Training model...
Step Train loss Test loss Test metric
1416000 [1.61e-05, 6.78e-06, 1.03e-05, 5.57e-07, 6.02e-06, 3.78e-06, 1.02e-07, 5.19e-06, 7.30e-06, 8.66e-06, 9.29e-06, 6.98e-05, 5.81e-06, 8.63e-07, 2.78e-10] [1.61e-05, 6.78e-06, 1.03e-05, 5.57e-07, 6.02e-06, 3.78e-06, 1.02e-07, 5.19e-06, 7.30e-06, 8.66e-06, 9.29e-06, 6.98e-05, 5.81e-06, 8.63e-07, 2.78e-10] []
1418000 [5.22e-06, 2.86e-06, 4.12e-06, 3.55e-07, 3.12e-06, 4.30e-06, 8.89e-06, 6.32e-06, 5.94e-06, 6.22e-06, 6.22e-06, 2.94e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.22e-06, 2.86e-06, 4.12e-06, 3.55e-07, 3.12e-06, 4.30e-06, 8.89e-06, 6.32e-06, 5.94e-06, 6.22e-06, 6.22e-06, 2.94e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.989147 s
Training model...
Step Train loss Test loss Test metric
1418000 [5.22e-06, 2.86e-06, 4.12e-06, 3.55e-07, 3.12e-06, 4.30e-06, 8.89e-06, 6.32e-06, 5.94e-06, 6.22e-06, 6.22e-06, 2.94e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.22e-06, 2.86e-06, 4.12e-06, 3.55e-07, 3.12e-06, 4.30e-06, 8.89e-06, 6.32e-06, 5.94e-06, 6.22e-06, 6.22e-06, 2.94e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1420000 [1.02e-05, 4.13e-06, 1.13e-05, 5.88e-07, 7.08e-06, 2.79e-06, 7.00e-09, 3.50e-06, 9.10e-06, 9.95e-06, 3.38e-06, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.02e-05, 4.13e-06, 1.13e-05, 5.88e-07, 7.08e-06, 2.79e-06, 7.00e-09, 3.50e-06, 9.10e-06, 9.95e-06, 3.38e-06, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.593349 s
Training model...
Step Train loss Test loss Test metric
1420000 [1.02e-05, 4.13e-06, 1.13e-05, 5.88e-07, 7.08e-06, 2.79e-06, 7.00e-09, 3.50e-06, 9.10e-06, 9.95e-06, 3.38e-06, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.02e-05, 4.13e-06, 1.13e-05, 5.88e-07, 7.08e-06, 2.79e-06, 7.00e-09, 3.50e-06, 9.10e-06, 9.95e-06, 3.38e-06, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1422000 [2.13e-05, 6.34e-06, 1.24e-05, 1.77e-07, 1.37e-05, 1.17e-05, 8.29e-06, 1.38e-05, 2.45e-05, 6.01e-06, 6.83e-06, 7.91e-05, 3.98e-06, 1.44e-06, 2.27e-08] [2.13e-05, 6.34e-06, 1.24e-05, 1.77e-07, 1.37e-05, 1.17e-05, 8.29e-06, 1.38e-05, 2.45e-05, 6.01e-06, 6.83e-06, 7.91e-05, 3.98e-06, 1.44e-06, 2.27e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.333152 s
Training model...
Step Train loss Test loss Test metric
1422000 [2.13e-05, 6.34e-06, 1.24e-05, 1.77e-07, 1.37e-05, 1.17e-05, 8.29e-06, 1.38e-05, 2.45e-05, 6.01e-06, 6.83e-06, 7.91e-05, 3.98e-06, 1.44e-06, 2.27e-08] [2.13e-05, 6.34e-06, 1.24e-05, 1.77e-07, 1.37e-05, 1.17e-05, 8.29e-06, 1.38e-05, 2.45e-05, 6.01e-06, 6.83e-06, 7.91e-05, 3.98e-06, 1.44e-06, 2.27e-08] []
1424000 [1.38e-06, 8.53e-07, 8.24e-07, 1.73e-07, 3.21e-07, 1.56e-06, 1.16e-05, 2.47e-07, 5.41e-07, 3.82e-07, 9.65e-07, 1.40e-06, 3.47e-08, 1.51e-08, 0.00e+00] [1.38e-06, 8.53e-07, 8.24e-07, 1.73e-07, 3.21e-07, 1.56e-06, 1.16e-05, 2.47e-07, 5.41e-07, 3.82e-07, 9.65e-07, 1.40e-06, 3.47e-08, 1.51e-08, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.660177 s
Training model...
Step Train loss Test loss Test metric
1424000 [1.38e-06, 8.53e-07, 8.24e-07, 1.73e-07, 3.21e-07, 1.56e-06, 1.16e-05, 2.47e-07, 5.41e-07, 3.82e-07, 9.65e-07, 1.40e-06, 3.47e-08, 1.51e-08, 0.00e+00] [1.38e-06, 8.53e-07, 8.24e-07, 1.73e-07, 3.21e-07, 1.56e-06, 1.16e-05, 2.47e-07, 5.41e-07, 3.82e-07, 9.65e-07, 1.40e-06, 3.47e-08, 1.51e-08, 0.00e+00] []
1426000 [1.15e-05, 4.12e-06, 1.17e-05, 6.53e-07, 8.13e-06, 3.11e-06, 1.07e-06, 4.34e-06, 1.02e-05, 1.09e-05, 3.76e-06, 6.77e-05, 0.00e+00, 0.00e+00, 2.93e-09] [1.15e-05, 4.12e-06, 1.17e-05, 6.53e-07, 8.13e-06, 3.11e-06, 1.07e-06, 4.34e-06, 1.02e-05, 1.09e-05, 3.76e-06, 6.77e-05, 0.00e+00, 0.00e+00, 2.93e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.320734 s
Training model...
Step Train loss Test loss Test metric
1426000 [1.15e-05, 4.12e-06, 1.17e-05, 6.53e-07, 8.13e-06, 3.11e-06, 1.07e-06, 4.34e-06, 1.02e-05, 1.09e-05, 3.76e-06, 6.77e-05, 0.00e+00, 0.00e+00, 2.93e-09] [1.15e-05, 4.12e-06, 1.17e-05, 6.53e-07, 8.13e-06, 3.11e-06, 1.07e-06, 4.34e-06, 1.02e-05, 1.09e-05, 3.76e-06, 6.77e-05, 0.00e+00, 0.00e+00, 2.93e-09] []
1428000 [2.29e-05, 7.13e-06, 1.33e-05, 2.45e-07, 1.10e-05, 5.98e-06, 2.37e-06, 7.54e-06, 1.49e-05, 9.95e-06, 9.44e-06, 9.37e-05, 6.36e-06, 1.24e-06, 6.49e-09] [2.29e-05, 7.13e-06, 1.33e-05, 2.45e-07, 1.10e-05, 5.98e-06, 2.37e-06, 7.54e-06, 1.49e-05, 9.95e-06, 9.44e-06, 9.37e-05, 6.36e-06, 1.24e-06, 6.49e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.127437 s
Training model...
Step Train loss Test loss Test metric
1428000 [2.29e-05, 7.13e-06, 1.33e-05, 2.45e-07, 1.10e-05, 5.98e-06, 2.37e-06, 7.54e-06, 1.49e-05, 9.95e-06, 9.44e-06, 9.37e-05, 6.36e-06, 1.24e-06, 6.49e-09] [2.29e-05, 7.13e-06, 1.33e-05, 2.45e-07, 1.10e-05, 5.98e-06, 2.37e-06, 7.54e-06, 1.49e-05, 9.95e-06, 9.44e-06, 9.37e-05, 6.36e-06, 1.24e-06, 6.49e-09] []
1430000 [1.98e-05, 5.03e-06, 1.20e-05, 1.07e-07, 1.16e-05, 1.29e-05, 5.38e-06, 8.49e-06, 9.44e-06, 1.53e-05, 9.73e-06, 9.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.98e-05, 5.03e-06, 1.20e-05, 1.07e-07, 1.16e-05, 1.29e-05, 5.38e-06, 8.49e-06, 9.44e-06, 1.53e-05, 9.73e-06, 9.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.541233 s
Training model...
Step Train loss Test loss Test metric
1430000 [1.98e-05, 5.03e-06, 1.20e-05, 1.07e-07, 1.16e-05, 1.29e-05, 5.38e-06, 8.49e-06, 9.44e-06, 1.53e-05, 9.73e-06, 9.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.98e-05, 5.03e-06, 1.20e-05, 1.07e-07, 1.16e-05, 1.29e-05, 5.38e-06, 8.49e-06, 9.44e-06, 1.53e-05, 9.73e-06, 9.70e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1432000 [1.33e-05, 6.29e-06, 8.05e-06, 4.76e-07, 5.05e-06, 3.13e-06, 1.04e-05, 5.01e-06, 6.67e-06, 7.04e-06, 6.22e-06, 5.60e-05, 4.76e-06, 6.48e-07, 0.00e+00] [1.33e-05, 6.29e-06, 8.05e-06, 4.76e-07, 5.05e-06, 3.13e-06, 1.04e-05, 5.01e-06, 6.67e-06, 7.04e-06, 6.22e-06, 5.60e-05, 4.76e-06, 6.48e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.359099 s
Training model...
Step Train loss Test loss Test metric
1432000 [1.33e-05, 6.29e-06, 8.05e-06, 4.76e-07, 5.05e-06, 3.13e-06, 1.04e-05, 5.01e-06, 6.67e-06, 7.04e-06, 6.22e-06, 5.60e-05, 4.76e-06, 6.48e-07, 0.00e+00] [1.33e-05, 6.29e-06, 8.05e-06, 4.76e-07, 5.05e-06, 3.13e-06, 1.04e-05, 5.01e-06, 6.67e-06, 7.04e-06, 6.22e-06, 5.60e-05, 4.76e-06, 6.48e-07, 0.00e+00] []
1434000 [6.93e-07, 5.33e-07, 6.07e-07, 1.75e-07, 3.95e-07, 1.32e-06, 5.04e-08, 3.13e-07, 4.31e-06, 1.50e-06, 4.71e-06, 2.84e-06, 0.00e+00, 0.00e+00, 1.38e-10] [6.93e-07, 5.33e-07, 6.07e-07, 1.75e-07, 3.95e-07, 1.32e-06, 5.04e-08, 3.13e-07, 4.31e-06, 1.50e-06, 4.71e-06, 2.84e-06, 0.00e+00, 0.00e+00, 1.38e-10] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.748472 s
Training model...
Step Train loss Test loss Test metric
1434000 [6.93e-07, 5.33e-07, 6.07e-07, 1.75e-07, 3.95e-07, 1.32e-06, 5.04e-08, 3.13e-07, 4.31e-06, 1.50e-06, 4.71e-06, 2.84e-06, 0.00e+00, 0.00e+00, 1.38e-10] [6.93e-07, 5.33e-07, 6.07e-07, 1.75e-07, 3.95e-07, 1.32e-06, 5.04e-08, 3.13e-07, 4.31e-06, 1.50e-06, 4.71e-06, 2.84e-06, 0.00e+00, 0.00e+00, 1.38e-10] []
1436000 [2.07e-05, 5.37e-06, 1.24e-05, 1.16e-07, 1.26e-05, 1.32e-05, 9.67e-07, 9.59e-06, 1.18e-05, 1.71e-05, 9.63e-06, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.07e-05, 5.37e-06, 1.24e-05, 1.16e-07, 1.26e-05, 1.32e-05, 9.67e-07, 9.59e-06, 1.18e-05, 1.71e-05, 9.63e-06, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.237992 s
Training model...
Step Train loss Test loss Test metric
1436000 [2.07e-05, 5.37e-06, 1.24e-05, 1.16e-07, 1.26e-05, 1.32e-05, 9.67e-07, 9.59e-06, 1.18e-05, 1.71e-05, 9.63e-06, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.07e-05, 5.37e-06, 1.24e-05, 1.16e-07, 1.26e-05, 1.32e-05, 9.67e-07, 9.59e-06, 1.18e-05, 1.71e-05, 9.63e-06, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1438000 [2.58e-06, 1.44e-06, 8.53e-07, 2.22e-07, 8.68e-07, 2.43e-06, 2.26e-05, 4.64e-07, 8.01e-07, 4.38e-07, 1.60e-06, 5.09e-06, 2.11e-07, 7.78e-08, 0.00e+00] [2.58e-06, 1.44e-06, 8.53e-07, 2.22e-07, 8.68e-07, 2.43e-06, 2.26e-05, 4.64e-07, 8.01e-07, 4.38e-07, 1.60e-06, 5.09e-06, 2.11e-07, 7.78e-08, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.496120 s
Training model...
Step Train loss Test loss Test metric
1438000 [2.58e-06, 1.44e-06, 8.53e-07, 2.22e-07, 8.68e-07, 2.43e-06, 2.26e-05, 4.64e-07, 8.01e-07, 4.38e-07, 1.60e-06, 5.09e-06, 2.11e-07, 7.78e-08, 0.00e+00] [2.58e-06, 1.44e-06, 8.53e-07, 2.22e-07, 8.68e-07, 2.43e-06, 2.26e-05, 4.64e-07, 8.01e-07, 4.38e-07, 1.60e-06, 5.09e-06, 2.11e-07, 7.78e-08, 0.00e+00] []
1440000 [2.17e-05, 7.60e-06, 1.31e-05, 4.00e-07, 9.41e-06, 4.16e-06, 4.82e-06, 6.66e-06, 1.36e-05, 1.06e-05, 9.08e-06, 8.90e-05, 6.78e-06, 1.04e-06, 1.32e-08] [2.17e-05, 7.60e-06, 1.31e-05, 4.00e-07, 9.41e-06, 4.16e-06, 4.82e-06, 6.66e-06, 1.36e-05, 1.06e-05, 9.08e-06, 8.90e-05, 6.78e-06, 1.04e-06, 1.32e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.838669 s
Training model...
Step Train loss Test loss Test metric
1440000 [2.17e-05, 7.60e-06, 1.31e-05, 4.00e-07, 9.41e-06, 4.16e-06, 4.82e-06, 6.66e-06, 1.36e-05, 1.06e-05, 9.08e-06, 8.90e-05, 6.78e-06, 1.04e-06, 1.32e-08] [2.17e-05, 7.60e-06, 1.31e-05, 4.00e-07, 9.41e-06, 4.16e-06, 4.82e-06, 6.66e-06, 1.36e-05, 1.06e-05, 9.08e-06, 8.90e-05, 6.78e-06, 1.04e-06, 1.32e-08] []
1442000 [1.79e-05, 5.74e-06, 1.22e-05, 2.50e-07, 1.15e-05, 1.19e-05, 1.90e-05, 1.18e-05, 1.65e-05, 4.54e-06, 8.36e-06, 7.63e-05, 3.10e-06, 1.32e-06, 5.22e-08] [1.79e-05, 5.74e-06, 1.22e-05, 2.50e-07, 1.15e-05, 1.19e-05, 1.90e-05, 1.18e-05, 1.65e-05, 4.54e-06, 8.36e-06, 7.63e-05, 3.10e-06, 1.32e-06, 5.22e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 39.913384 s
Training model...
Step Train loss Test loss Test metric
1442000 [1.79e-05, 5.74e-06, 1.22e-05, 2.50e-07, 1.15e-05, 1.19e-05, 1.90e-05, 1.18e-05, 1.65e-05, 4.54e-06, 8.36e-06, 7.63e-05, 3.10e-06, 1.32e-06, 5.22e-08] [1.79e-05, 5.74e-06, 1.22e-05, 2.50e-07, 1.15e-05, 1.19e-05, 1.90e-05, 1.18e-05, 1.65e-05, 4.54e-06, 8.36e-06, 7.63e-05, 3.10e-06, 1.32e-06, 5.22e-08] []
1444000 [9.15e-07, 6.71e-07, 1.03e-06, 1.99e-07, 3.65e-07, 6.96e-07, 1.58e-05, 5.06e-07, 3.70e-07, 9.81e-07, 9.85e-07, 2.03e-06, 0.00e+00, 0.00e+00, 4.33e-08] [9.15e-07, 6.71e-07, 1.03e-06, 1.99e-07, 3.65e-07, 6.96e-07, 1.58e-05, 5.06e-07, 3.70e-07, 9.81e-07, 9.85e-07, 2.03e-06, 0.00e+00, 0.00e+00, 4.33e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.603699 s
Training model...
Step Train loss Test loss Test metric
1444000 [9.15e-07, 6.71e-07, 1.03e-06, 1.99e-07, 3.65e-07, 6.96e-07, 1.58e-05, 5.06e-07, 3.70e-07, 9.81e-07, 9.85e-07, 2.03e-06, 0.00e+00, 0.00e+00, 4.33e-08] [9.15e-07, 6.71e-07, 1.03e-06, 1.99e-07, 3.65e-07, 6.96e-07, 1.58e-05, 5.06e-07, 3.70e-07, 9.81e-07, 9.85e-07, 2.03e-06, 0.00e+00, 0.00e+00, 4.33e-08] []
1446000 [7.57e-06, 3.34e-06, 8.77e-06, 4.33e-07, 5.64e-06, 3.36e-06, 2.09e-07, 1.98e-06, 4.77e-06, 7.93e-06, 7.99e-06, 4.91e-05, 0.00e+00, 0.00e+00, 0.00e+00] [7.57e-06, 3.34e-06, 8.77e-06, 4.33e-07, 5.64e-06, 3.36e-06, 2.09e-07, 1.98e-06, 4.77e-06, 7.93e-06, 7.99e-06, 4.91e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.100309 s
Training model...
Step Train loss Test loss Test metric
1446000 [7.57e-06, 3.34e-06, 8.77e-06, 4.33e-07, 5.64e-06, 3.36e-06, 2.09e-07, 1.98e-06, 4.77e-06, 7.93e-06, 7.99e-06, 4.91e-05, 0.00e+00, 0.00e+00, 0.00e+00] [7.57e-06, 3.34e-06, 8.77e-06, 4.33e-07, 5.64e-06, 3.36e-06, 2.09e-07, 1.98e-06, 4.77e-06, 7.93e-06, 7.99e-06, 4.91e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1448000 [1.87e-05, 5.57e-06, 1.65e-05, 2.64e-07, 1.06e-05, 7.94e-06, 3.35e-06, 5.61e-06, 1.15e-05, 1.74e-05, 6.23e-06, 9.77e-05, 0.00e+00, 0.00e+00, 9.19e-09] [1.87e-05, 5.57e-06, 1.65e-05, 2.64e-07, 1.06e-05, 7.94e-06, 3.35e-06, 5.61e-06, 1.15e-05, 1.74e-05, 6.23e-06, 9.77e-05, 0.00e+00, 0.00e+00, 9.19e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.580263 s
Training model...
Step Train loss Test loss Test metric
1448000 [1.87e-05, 5.57e-06, 1.65e-05, 2.64e-07, 1.06e-05, 7.94e-06, 3.35e-06, 5.61e-06, 1.15e-05, 1.74e-05, 6.23e-06, 9.77e-05, 0.00e+00, 0.00e+00, 9.19e-09] [1.87e-05, 5.57e-06, 1.65e-05, 2.64e-07, 1.06e-05, 7.94e-06, 3.35e-06, 5.61e-06, 1.15e-05, 1.74e-05, 6.23e-06, 9.77e-05, 0.00e+00, 0.00e+00, 9.19e-09] []
1450000 [1.56e-05, 5.75e-06, 6.96e-06, 2.48e-07, 9.70e-06, 1.06e-05, 6.06e-06, 1.12e-05, 9.43e-06, 1.09e-05, 8.51e-06, 6.86e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.56e-05, 5.75e-06, 6.96e-06, 2.48e-07, 9.70e-06, 1.06e-05, 6.06e-06, 1.12e-05, 9.43e-06, 1.09e-05, 8.51e-06, 6.86e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.601153 s
Training model...
Step Train loss Test loss Test metric
1450000 [1.56e-05, 5.75e-06, 6.96e-06, 2.48e-07, 9.70e-06, 1.06e-05, 6.06e-06, 1.12e-05, 9.43e-06, 1.09e-05, 8.51e-06, 6.86e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.56e-05, 5.75e-06, 6.96e-06, 2.48e-07, 9.70e-06, 1.06e-05, 6.06e-06, 1.12e-05, 9.43e-06, 1.09e-05, 8.51e-06, 6.86e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1452000 [1.29e-05, 5.29e-06, 6.56e-06, 3.16e-07, 7.58e-06, 8.90e-06, 9.99e-06, 1.20e-05, 1.49e-05, 1.06e-05, 1.08e-05, 5.80e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.29e-05, 5.29e-06, 6.56e-06, 3.16e-07, 7.58e-06, 8.90e-06, 9.99e-06, 1.20e-05, 1.49e-05, 1.06e-05, 1.08e-05, 5.80e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 47.032147 s
Training model...
Step Train loss Test loss Test metric
1452000 [1.29e-05, 5.29e-06, 6.56e-06, 3.16e-07, 7.58e-06, 8.90e-06, 9.99e-06, 1.20e-05, 1.49e-05, 1.06e-05, 1.08e-05, 5.80e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.29e-05, 5.29e-06, 6.56e-06, 3.16e-07, 7.58e-06, 8.90e-06, 9.99e-06, 1.20e-05, 1.49e-05, 1.06e-05, 1.08e-05, 5.80e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1454000 [7.64e-07, 6.76e-07, 1.15e-06, 2.24e-07, 1.16e-08, 2.72e-07, 8.36e-06, 4.40e-08, 5.57e-07, 9.15e-07, 5.66e-07, 6.44e-07, 3.18e-11, 7.45e-10, 0.00e+00] [7.64e-07, 6.76e-07, 1.15e-06, 2.24e-07, 1.16e-08, 2.72e-07, 8.36e-06, 4.40e-08, 5.57e-07, 9.15e-07, 5.66e-07, 6.44e-07, 3.18e-11, 7.45e-10, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 43.555393 s
Training model...
Step Train loss Test loss Test metric
1454000 [7.64e-07, 6.76e-07, 1.15e-06, 2.24e-07, 1.16e-08, 2.72e-07, 8.36e-06, 4.40e-08, 5.57e-07, 9.15e-07, 5.66e-07, 6.44e-07, 3.18e-11, 7.45e-10, 0.00e+00] [7.64e-07, 6.76e-07, 1.15e-06, 2.24e-07, 1.16e-08, 2.72e-07, 8.36e-06, 4.40e-08, 5.57e-07, 9.15e-07, 5.66e-07, 6.44e-07, 3.18e-11, 7.45e-10, 0.00e+00] []
1456000 [8.93e-07, 7.83e-07, 1.44e-06, 2.56e-07, 1.81e-08, 3.09e-09, 7.45e-06, 5.36e-09, 1.94e-06, 1.53e-06, 1.41e-06, 1.74e-06, 0.00e+00, 0.00e+00, 0.00e+00] [8.93e-07, 7.83e-07, 1.44e-06, 2.56e-07, 1.81e-08, 3.09e-09, 7.45e-06, 5.36e-09, 1.94e-06, 1.53e-06, 1.41e-06, 1.74e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.090643 s
Training model...
Step Train loss Test loss Test metric
1456000 [8.93e-07, 7.83e-07, 1.44e-06, 2.56e-07, 1.81e-08, 3.09e-09, 7.45e-06, 5.36e-09, 1.94e-06, 1.53e-06, 1.41e-06, 1.74e-06, 0.00e+00, 0.00e+00, 0.00e+00] [8.93e-07, 7.83e-07, 1.44e-06, 2.56e-07, 1.81e-08, 3.09e-09, 7.45e-06, 5.36e-09, 1.94e-06, 1.53e-06, 1.41e-06, 1.74e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1458000 [2.23e-06, 1.14e-06, 9.31e-07, 1.91e-07, 7.07e-07, 2.13e-06, 1.35e-05, 5.51e-07, 7.37e-07, 3.18e-07, 1.53e-06, 3.92e-06, 1.11e-07, 6.53e-08, 0.00e+00] [2.23e-06, 1.14e-06, 9.31e-07, 1.91e-07, 7.07e-07, 2.13e-06, 1.35e-05, 5.51e-07, 7.37e-07, 3.18e-07, 1.53e-06, 3.92e-06, 1.11e-07, 6.53e-08, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 43.491333 s
Training model...
Step Train loss Test loss Test metric
1458000 [2.23e-06, 1.14e-06, 9.31e-07, 1.91e-07, 7.07e-07, 2.13e-06, 1.35e-05, 5.51e-07, 7.37e-07, 3.18e-07, 1.53e-06, 3.92e-06, 1.11e-07, 6.53e-08, 0.00e+00] [2.23e-06, 1.14e-06, 9.31e-07, 1.91e-07, 7.07e-07, 2.13e-06, 1.35e-05, 5.51e-07, 7.37e-07, 3.18e-07, 1.53e-06, 3.92e-06, 1.11e-07, 6.53e-08, 0.00e+00] []
1460000 [3.81e-06, 2.14e-06, 1.36e-06, 2.41e-07, 1.34e-06, 2.65e-06, 1.91e-05, 1.07e-06, 1.96e-06, 9.09e-07, 1.18e-06, 1.00e-05, 5.73e-07, 1.78e-07, 0.00e+00] [3.81e-06, 2.14e-06, 1.36e-06, 2.41e-07, 1.34e-06, 2.65e-06, 1.91e-05, 1.07e-06, 1.96e-06, 9.09e-07, 1.18e-06, 1.00e-05, 5.73e-07, 1.78e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.408817 s
Training model...
Step Train loss Test loss Test metric
1460000 [3.81e-06, 2.14e-06, 1.36e-06, 2.41e-07, 1.34e-06, 2.65e-06, 1.91e-05, 1.07e-06, 1.96e-06, 9.09e-07, 1.18e-06, 1.00e-05, 5.73e-07, 1.78e-07, 0.00e+00] [3.81e-06, 2.14e-06, 1.36e-06, 2.41e-07, 1.34e-06, 2.65e-06, 1.91e-05, 1.07e-06, 1.96e-06, 9.09e-07, 1.18e-06, 1.00e-05, 5.73e-07, 1.78e-07, 0.00e+00] []
1462000 [1.54e-05, 6.60e-06, 9.74e-06, 3.70e-07, 5.76e-06, 3.51e-06, 2.32e-06, 5.59e-06, 8.26e-06, 8.33e-06, 6.94e-06, 6.48e-05, 5.44e-06, 8.12e-07, 6.35e-09] [1.54e-05, 6.60e-06, 9.74e-06, 3.70e-07, 5.76e-06, 3.51e-06, 2.32e-06, 5.59e-06, 8.26e-06, 8.33e-06, 6.94e-06, 6.48e-05, 5.44e-06, 8.12e-07, 6.35e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.772111 s
Training model...
Step Train loss Test loss Test metric
1462000 [1.54e-05, 6.60e-06, 9.74e-06, 3.70e-07, 5.76e-06, 3.51e-06, 2.32e-06, 5.59e-06, 8.26e-06, 8.33e-06, 6.94e-06, 6.48e-05, 5.44e-06, 8.12e-07, 6.35e-09] [1.54e-05, 6.60e-06, 9.74e-06, 3.70e-07, 5.76e-06, 3.51e-06, 2.32e-06, 5.59e-06, 8.26e-06, 8.33e-06, 6.94e-06, 6.48e-05, 5.44e-06, 8.12e-07, 6.35e-09] []
1464000 [1.78e-05, 7.08e-06, 1.03e-05, 3.25e-07, 7.65e-06, 3.27e-06, 1.31e-06, 5.42e-06, 1.05e-05, 8.83e-06, 7.34e-06, 7.15e-05, 5.73e-06, 7.53e-07, 0.00e+00] [1.78e-05, 7.08e-06, 1.03e-05, 3.25e-07, 7.65e-06, 3.27e-06, 1.31e-06, 5.42e-06, 1.05e-05, 8.83e-06, 7.34e-06, 7.15e-05, 5.73e-06, 7.53e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.506331 s
Training model...
Step Train loss Test loss Test metric
1464000 [1.78e-05, 7.08e-06, 1.03e-05, 3.25e-07, 7.65e-06, 3.27e-06, 1.31e-06, 5.42e-06, 1.05e-05, 8.83e-06, 7.34e-06, 7.15e-05, 5.73e-06, 7.53e-07, 0.00e+00] [1.78e-05, 7.08e-06, 1.03e-05, 3.25e-07, 7.65e-06, 3.27e-06, 1.31e-06, 5.42e-06, 1.05e-05, 8.83e-06, 7.34e-06, 7.15e-05, 5.73e-06, 7.53e-07, 0.00e+00] []
1466000 [2.16e-05, 7.07e-06, 1.23e-05, 2.03e-07, 1.00e-05, 4.03e-06, 4.34e-06, 6.87e-06, 1.92e-05, 9.96e-06, 7.53e-06, 7.99e-05, 6.09e-06, 7.80e-07, 1.19e-08] [2.16e-05, 7.07e-06, 1.23e-05, 2.03e-07, 1.00e-05, 4.03e-06, 4.34e-06, 6.87e-06, 1.92e-05, 9.96e-06, 7.53e-06, 7.99e-05, 6.09e-06, 7.80e-07, 1.19e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.351249 s
Training model...
Step Train loss Test loss Test metric
1466000 [2.16e-05, 7.07e-06, 1.23e-05, 2.03e-07, 1.00e-05, 4.03e-06, 4.34e-06, 6.87e-06, 1.92e-05, 9.96e-06, 7.53e-06, 7.99e-05, 6.09e-06, 7.80e-07, 1.19e-08] [2.16e-05, 7.07e-06, 1.23e-05, 2.03e-07, 1.00e-05, 4.03e-06, 4.34e-06, 6.87e-06, 1.92e-05, 9.96e-06, 7.53e-06, 7.99e-05, 6.09e-06, 7.80e-07, 1.19e-08] []
1468000 [1.71e-05, 7.72e-06, 1.09e-05, 4.72e-07, 6.70e-06, 3.13e-06, 2.27e-06, 5.86e-06, 9.01e-06, 9.44e-06, 8.01e-06, 7.34e-05, 6.32e-06, 6.92e-07, 6.21e-09] [1.71e-05, 7.72e-06, 1.09e-05, 4.72e-07, 6.70e-06, 3.13e-06, 2.27e-06, 5.86e-06, 9.01e-06, 9.44e-06, 8.01e-06, 7.34e-05, 6.32e-06, 6.92e-07, 6.21e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.342048 s
Training model...
Step Train loss Test loss Test metric
1468000 [1.71e-05, 7.72e-06, 1.09e-05, 4.72e-07, 6.70e-06, 3.13e-06, 2.27e-06, 5.86e-06, 9.01e-06, 9.44e-06, 8.01e-06, 7.34e-05, 6.32e-06, 6.92e-07, 6.21e-09] [1.71e-05, 7.72e-06, 1.09e-05, 4.72e-07, 6.70e-06, 3.13e-06, 2.27e-06, 5.86e-06, 9.01e-06, 9.44e-06, 8.01e-06, 7.34e-05, 6.32e-06, 6.92e-07, 6.21e-09] []
1470000 [1.59e-05, 7.51e-06, 9.48e-06, 3.93e-07, 6.51e-06, 2.68e-06, 1.27e-06, 6.28e-06, 1.06e-05, 8.46e-06, 5.88e-06, 6.29e-05, 5.70e-06, 5.73e-07, 0.00e+00] [1.59e-05, 7.51e-06, 9.48e-06, 3.93e-07, 6.51e-06, 2.68e-06, 1.27e-06, 6.28e-06, 1.06e-05, 8.46e-06, 5.88e-06, 6.29e-05, 5.70e-06, 5.73e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.564648 s
Training model...
Step Train loss Test loss Test metric
1470000 [1.59e-05, 7.51e-06, 9.48e-06, 3.93e-07, 6.51e-06, 2.68e-06, 1.27e-06, 6.28e-06, 1.06e-05, 8.46e-06, 5.88e-06, 6.29e-05, 5.70e-06, 5.73e-07, 0.00e+00] [1.59e-05, 7.51e-06, 9.48e-06, 3.93e-07, 6.51e-06, 2.68e-06, 1.27e-06, 6.28e-06, 1.06e-05, 8.46e-06, 5.88e-06, 6.29e-05, 5.70e-06, 5.73e-07, 0.00e+00] []
1472000 [9.33e-07, 6.42e-07, 1.18e-06, 2.40e-07, 2.80e-07, 1.90e-08, 2.84e-05, 3.85e-07, 3.47e-07, 1.77e-06, 1.03e-06, 3.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] [9.33e-07, 6.42e-07, 1.18e-06, 2.40e-07, 2.80e-07, 1.90e-08, 2.84e-05, 3.85e-07, 3.47e-07, 1.77e-06, 1.03e-06, 3.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.841455 s
Training model...
Step Train loss Test loss Test metric
1472000 [9.33e-07, 6.42e-07, 1.18e-06, 2.40e-07, 2.80e-07, 1.90e-08, 2.84e-05, 3.85e-07, 3.47e-07, 1.77e-06, 1.03e-06, 3.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] [9.33e-07, 6.42e-07, 1.18e-06, 2.40e-07, 2.80e-07, 1.90e-08, 2.84e-05, 3.85e-07, 3.47e-07, 1.77e-06, 1.03e-06, 3.86e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1474000 [2.48e-05, 6.43e-06, 1.79e-05, 1.86e-07, 1.45e-05, 1.59e-05, 1.59e-05, 1.07e-05, 1.56e-05, 2.28e-05, 1.30e-05, 1.45e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.48e-05, 6.43e-06, 1.79e-05, 1.86e-07, 1.45e-05, 1.59e-05, 1.59e-05, 1.07e-05, 1.56e-05, 2.28e-05, 1.30e-05, 1.45e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.169993 s
Training model...
Step Train loss Test loss Test metric
1474000 [2.48e-05, 6.43e-06, 1.79e-05, 1.86e-07, 1.45e-05, 1.59e-05, 1.59e-05, 1.07e-05, 1.56e-05, 2.28e-05, 1.30e-05, 1.45e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.48e-05, 6.43e-06, 1.79e-05, 1.86e-07, 1.45e-05, 1.59e-05, 1.59e-05, 1.07e-05, 1.56e-05, 2.28e-05, 1.30e-05, 1.45e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1476000 [3.82e-06, 1.31e-06, 3.08e-06, 2.06e-07, 3.03e-06, 4.03e-06, 2.50e-07, 2.13e-06, 2.63e-06, 3.94e-06, 4.23e-06, 2.76e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.82e-06, 1.31e-06, 3.08e-06, 2.06e-07, 3.03e-06, 4.03e-06, 2.50e-07, 2.13e-06, 2.63e-06, 3.94e-06, 4.23e-06, 2.76e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.688082 s
Training model...
Step Train loss Test loss Test metric
1476000 [3.82e-06, 1.31e-06, 3.08e-06, 2.06e-07, 3.03e-06, 4.03e-06, 2.50e-07, 2.13e-06, 2.63e-06, 3.94e-06, 4.23e-06, 2.76e-05, 0.00e+00, 0.00e+00, 0.00e+00] [3.82e-06, 1.31e-06, 3.08e-06, 2.06e-07, 3.03e-06, 4.03e-06, 2.50e-07, 2.13e-06, 2.63e-06, 3.94e-06, 4.23e-06, 2.76e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1478000 [1.97e-05, 5.82e-06, 1.23e-05, 2.14e-07, 1.41e-05, 1.79e-05, 6.06e-07, 1.36e-05, 1.53e-05, 5.18e-06, 1.56e-05, 9.79e-05, 3.64e-06, 2.16e-06, 1.66e-09] [1.97e-05, 5.82e-06, 1.23e-05, 2.14e-07, 1.41e-05, 1.79e-05, 6.06e-07, 1.36e-05, 1.53e-05, 5.18e-06, 1.56e-05, 9.79e-05, 3.64e-06, 2.16e-06, 1.66e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 47.228223 s
Training model...
Step Train loss Test loss Test metric
1478000 [1.97e-05, 5.82e-06, 1.23e-05, 2.14e-07, 1.41e-05, 1.79e-05, 6.06e-07, 1.36e-05, 1.53e-05, 5.18e-06, 1.56e-05, 9.79e-05, 3.64e-06, 2.16e-06, 1.66e-09] [1.97e-05, 5.82e-06, 1.23e-05, 2.14e-07, 1.41e-05, 1.79e-05, 6.06e-07, 1.36e-05, 1.53e-05, 5.18e-06, 1.56e-05, 9.79e-05, 3.64e-06, 2.16e-06, 1.66e-09] []
1480000 [1.77e-05, 7.56e-06, 9.62e-06, 3.18e-07, 7.83e-06, 2.11e-06, 3.92e-07, 5.31e-06, 1.31e-05, 8.57e-06, 6.42e-06, 6.44e-05, 5.59e-06, 4.65e-07, 0.00e+00] [1.77e-05, 7.56e-06, 9.62e-06, 3.18e-07, 7.83e-06, 2.11e-06, 3.92e-07, 5.31e-06, 1.31e-05, 8.57e-06, 6.42e-06, 6.44e-05, 5.59e-06, 4.65e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 46.157338 s
Best train step: 1079897
alpha: 0.21980887651
beta: 0.10970002413
kappa: -0.012434460223
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
1480000 [1.77e-05, 7.56e-06, 9.62e-06, 3.18e-07, 7.83e-06, 2.11e-06, 3.92e-07, 5.31e-06, 1.31e-05, 8.57e-06, 6.42e-06, 6.44e-05, 5.59e-06, 4.65e-07, 0.00e+00] [1.77e-05, 7.56e-06, 9.62e-06, 3.18e-07, 7.83e-06, 2.11e-06, 3.92e-07, 5.31e-06, 1.31e-05, 8.57e-06, 6.42e-06, 6.44e-05, 5.59e-06, 4.65e-07, 0.00e+00] []
1482000 [2.50e-05, 7.45e-06, 1.57e-05, 1.66e-07, 1.62e-05, 1.49e-05, 1.59e-05, 1.31e-05, 1.94e-05, 8.78e-06, 1.21e-05, 1.13e-04, 5.92e-06, 2.12e-06, 4.34e-08] [2.50e-05, 7.45e-06, 1.57e-05, 1.66e-07, 1.62e-05, 1.49e-05, 1.59e-05, 1.31e-05, 1.94e-05, 8.78e-06, 1.21e-05, 1.13e-04, 5.92e-06, 2.12e-06, 4.34e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 43.931203 s
Training model...
Step Train loss Test loss Test metric
1482000 [2.50e-05, 7.45e-06, 1.57e-05, 1.66e-07, 1.62e-05, 1.49e-05, 1.59e-05, 1.31e-05, 1.94e-05, 8.78e-06, 1.21e-05, 1.13e-04, 5.92e-06, 2.12e-06, 4.34e-08] [2.50e-05, 7.45e-06, 1.57e-05, 1.66e-07, 1.62e-05, 1.49e-05, 1.59e-05, 1.31e-05, 1.94e-05, 8.78e-06, 1.21e-05, 1.13e-04, 5.92e-06, 2.12e-06, 4.34e-08] []
1484000 [7.38e-06, 4.05e-06, 8.69e-06, 4.74e-07, 5.31e-06, 3.24e-06, 3.99e-06, 4.20e-06, 6.14e-06, 7.60e-06, 4.29e-06, 4.89e-05, 0.00e+00, 0.00e+00, 0.00e+00] [7.38e-06, 4.05e-06, 8.69e-06, 4.74e-07, 5.31e-06, 3.24e-06, 3.99e-06, 4.20e-06, 6.14e-06, 7.60e-06, 4.29e-06, 4.89e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 42.152248 s
Training model...
Step Train loss Test loss Test metric
1484000 [7.38e-06, 4.05e-06, 8.69e-06, 4.74e-07, 5.31e-06, 3.24e-06, 3.99e-06, 4.20e-06, 6.14e-06, 7.60e-06, 4.29e-06, 4.89e-05, 0.00e+00, 0.00e+00, 0.00e+00] [7.38e-06, 4.05e-06, 8.69e-06, 4.74e-07, 5.31e-06, 3.24e-06, 3.99e-06, 4.20e-06, 6.14e-06, 7.60e-06, 4.29e-06, 4.89e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1486000 [2.29e-05, 6.24e-06, 1.79e-05, 1.93e-07, 1.23e-05, 1.25e-05, 1.53e-05, 9.26e-06, 1.44e-05, 2.04e-05, 9.93e-06, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.29e-05, 6.24e-06, 1.79e-05, 1.93e-07, 1.23e-05, 1.25e-05, 1.53e-05, 9.26e-06, 1.44e-05, 2.04e-05, 9.93e-06, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.862404 s
Training model...
Step Train loss Test loss Test metric
1486000 [2.29e-05, 6.24e-06, 1.79e-05, 1.93e-07, 1.23e-05, 1.25e-05, 1.53e-05, 9.26e-06, 1.44e-05, 2.04e-05, 9.93e-06, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.29e-05, 6.24e-06, 1.79e-05, 1.93e-07, 1.23e-05, 1.25e-05, 1.53e-05, 9.26e-06, 1.44e-05, 2.04e-05, 9.93e-06, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1488000 [4.07e-06, 2.80e-06, 1.35e-06, 4.12e-07, 1.09e-06, 3.93e-06, 1.52e-05, 1.30e-06, 2.00e-06, 9.62e-07, 1.53e-06, 1.04e-05, 5.92e-07, 1.91e-07, 0.00e+00] [4.07e-06, 2.80e-06, 1.35e-06, 4.12e-07, 1.09e-06, 3.93e-06, 1.52e-05, 1.30e-06, 2.00e-06, 9.62e-07, 1.53e-06, 1.04e-05, 5.92e-07, 1.91e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 40.743304 s
Training model...
Step Train loss Test loss Test metric
1488000 [4.07e-06, 2.80e-06, 1.35e-06, 4.12e-07, 1.09e-06, 3.93e-06, 1.52e-05, 1.30e-06, 2.00e-06, 9.62e-07, 1.53e-06, 1.04e-05, 5.92e-07, 1.91e-07, 0.00e+00] [4.07e-06, 2.80e-06, 1.35e-06, 4.12e-07, 1.09e-06, 3.93e-06, 1.52e-05, 1.30e-06, 2.00e-06, 9.62e-07, 1.53e-06, 1.04e-05, 5.92e-07, 1.91e-07, 0.00e+00] []
1490000 [1.86e-05, 5.68e-06, 1.17e-05, 1.96e-07, 1.11e-05, 1.20e-05, 1.43e-05, 9.04e-06, 1.29e-05, 5.82e-06, 1.04e-05, 8.22e-05, 3.93e-06, 1.82e-06, 3.92e-08] [1.86e-05, 5.68e-06, 1.17e-05, 1.96e-07, 1.11e-05, 1.20e-05, 1.43e-05, 9.04e-06, 1.29e-05, 5.82e-06, 1.04e-05, 8.22e-05, 3.93e-06, 1.82e-06, 3.92e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.034250 s
Training model...
Step Train loss Test loss Test metric
1490000 [1.86e-05, 5.68e-06, 1.17e-05, 1.96e-07, 1.11e-05, 1.20e-05, 1.43e-05, 9.04e-06, 1.29e-05, 5.82e-06, 1.04e-05, 8.22e-05, 3.93e-06, 1.82e-06, 3.92e-08] [1.86e-05, 5.68e-06, 1.17e-05, 1.96e-07, 1.11e-05, 1.20e-05, 1.43e-05, 9.04e-06, 1.29e-05, 5.82e-06, 1.04e-05, 8.22e-05, 3.93e-06, 1.82e-06, 3.92e-08] []
1492000 [1.77e-05, 5.50e-06, 1.05e-05, 6.05e-08, 9.63e-06, 4.95e-06, 2.18e-06, 6.76e-06, 1.30e-05, 7.47e-06, 5.07e-06, 6.44e-05, 4.63e-06, 7.61e-07, 5.98e-09] [1.77e-05, 5.50e-06, 1.05e-05, 6.05e-08, 9.63e-06, 4.95e-06, 2.18e-06, 6.76e-06, 1.30e-05, 7.47e-06, 5.07e-06, 6.44e-05, 4.63e-06, 7.61e-07, 5.98e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.567990 s
Training model...
Step Train loss Test loss Test metric
1492000 [1.77e-05, 5.50e-06, 1.05e-05, 6.05e-08, 9.63e-06, 4.95e-06, 2.18e-06, 6.76e-06, 1.30e-05, 7.47e-06, 5.07e-06, 6.44e-05, 4.63e-06, 7.61e-07, 5.98e-09] [1.77e-05, 5.50e-06, 1.05e-05, 6.05e-08, 9.63e-06, 4.95e-06, 2.18e-06, 6.76e-06, 1.30e-05, 7.47e-06, 5.07e-06, 6.44e-05, 4.63e-06, 7.61e-07, 5.98e-09] []
1494000 [2.64e-05, 1.06e-05, 1.04e-05, 2.60e-07, 1.99e-05, 3.72e-05, 5.99e-06, 2.12e-05, 1.29e-05, 2.11e-05, 3.26e-05, 1.76e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.64e-05, 1.06e-05, 1.04e-05, 2.60e-07, 1.99e-05, 3.72e-05, 5.99e-06, 2.12e-05, 1.29e-05, 2.11e-05, 3.26e-05, 1.76e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 45.033749 s
Training model...
Step Train loss Test loss Test metric
1494000 [2.64e-05, 1.06e-05, 1.04e-05, 2.60e-07, 1.99e-05, 3.72e-05, 5.99e-06, 2.12e-05, 1.29e-05, 2.11e-05, 3.26e-05, 1.76e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.64e-05, 1.06e-05, 1.04e-05, 2.60e-07, 1.99e-05, 3.72e-05, 5.99e-06, 2.12e-05, 1.29e-05, 2.11e-05, 3.26e-05, 1.76e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1496000 [1.06e-05, 8.32e-06, 1.29e-05, 1.88e-06, 7.25e-06, 2.75e-06, 1.37e-05, 2.16e-06, 3.19e-06, 1.26e-05, 3.37e-06, 3.61e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.06e-05, 8.32e-06, 1.29e-05, 1.88e-06, 7.25e-06, 2.75e-06, 1.37e-05, 2.16e-06, 3.19e-06, 1.26e-05, 3.37e-06, 3.61e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.863500 s
Training model...
Step Train loss Test loss Test metric
1496000 [1.06e-05, 8.32e-06, 1.29e-05, 1.88e-06, 7.25e-06, 2.75e-06, 1.37e-05, 2.16e-06, 3.19e-06, 1.26e-05, 3.37e-06, 3.61e-05, 0.00e+00, 0.00e+00, 0.00e+00] [1.06e-05, 8.32e-06, 1.29e-05, 1.88e-06, 7.25e-06, 2.75e-06, 1.37e-05, 2.16e-06, 3.19e-06, 1.26e-05, 3.37e-06, 3.61e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1498000 [1.05e-05, 3.58e-06, 8.11e-06, 2.07e-07, 8.12e-06, 1.20e-05, 2.30e-05, 6.43e-06, 7.78e-06, 1.53e-05, 7.16e-06, 7.39e-05, 0.00e+00, 0.00e+00, 6.31e-08] [1.05e-05, 3.58e-06, 8.11e-06, 2.07e-07, 8.12e-06, 1.20e-05, 2.30e-05, 6.43e-06, 7.78e-06, 1.53e-05, 7.16e-06, 7.39e-05, 0.00e+00, 0.00e+00, 6.31e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.759950 s
Training model...
Step Train loss Test loss Test metric
1498000 [1.05e-05, 3.58e-06, 8.11e-06, 2.07e-07, 8.12e-06, 1.20e-05, 2.30e-05, 6.43e-06, 7.78e-06, 1.53e-05, 7.16e-06, 7.39e-05, 0.00e+00, 0.00e+00, 6.31e-08] [1.05e-05, 3.58e-06, 8.11e-06, 2.07e-07, 8.12e-06, 1.20e-05, 2.30e-05, 6.43e-06, 7.78e-06, 1.53e-05, 7.16e-06, 7.39e-05, 0.00e+00, 0.00e+00, 6.31e-08] []
1500000 [3.90e-06, 1.98e-06, 5.03e-06, 2.12e-07, 9.46e-07, 8.10e-07, 5.00e-08, 1.09e-06, 7.04e-06, 4.14e-07, 1.97e-06, 8.98e-06, 1.07e-07, 2.22e-09, 0.00e+00] [3.90e-06, 1.98e-06, 5.03e-06, 2.12e-07, 9.46e-07, 8.10e-07, 5.00e-08, 1.09e-06, 7.04e-06, 4.14e-07, 1.97e-06, 8.98e-06, 1.07e-07, 2.22e-09, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 43.279812 s
Training model...
Step Train loss Test loss Test metric
1500000 [3.90e-06, 1.98e-06, 5.03e-06, 2.12e-07, 9.46e-07, 8.10e-07, 5.00e-08, 1.09e-06, 7.04e-06, 4.14e-07, 1.97e-06, 8.98e-06, 1.07e-07, 2.22e-09, 0.00e+00] [3.90e-06, 1.98e-06, 5.03e-06, 2.12e-07, 9.46e-07, 8.10e-07, 5.00e-08, 1.09e-06, 7.04e-06, 4.14e-07, 1.97e-06, 8.98e-06, 1.07e-07, 2.22e-09, 0.00e+00] []
1502000 [1.35e-06, 1.41e-06, 2.02e-06, 2.80e-07, 2.04e-08, 1.87e-08, 2.49e-07, 1.47e-08, 5.12e-07, 3.27e-07, 3.35e-07, 1.57e-07, 1.48e-09, 5.13e-11, 6.82e-10] [1.35e-06, 1.41e-06, 2.02e-06, 2.80e-07, 2.04e-08, 1.87e-08, 2.49e-07, 1.47e-08, 5.12e-07, 3.27e-07, 3.35e-07, 1.57e-07, 1.48e-09, 5.13e-11, 6.82e-10] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 44.443032 s
Training model...
Step Train loss Test loss Test metric
1502000 [1.35e-06, 1.41e-06, 2.02e-06, 2.80e-07, 2.04e-08, 1.87e-08, 2.49e-07, 1.47e-08, 5.12e-07, 3.27e-07, 3.35e-07, 1.57e-07, 1.48e-09, 5.13e-11, 6.82e-10] [1.35e-06, 1.41e-06, 2.02e-06, 2.80e-07, 2.04e-08, 1.87e-08, 2.49e-07, 1.47e-08, 5.12e-07, 3.27e-07, 3.35e-07, 1.57e-07, 1.48e-09, 5.13e-11, 6.82e-10] []
1504000 [2.45e-06, 2.35e-06, 2.68e-06, 7.06e-07, 3.83e-08, 2.26e-09, 2.04e-06, 2.47e-07, 1.17e-06, 3.08e-06, 6.58e-07, 1.47e-06, 2.42e-10, 2.22e-08, 0.00e+00] [2.45e-06, 2.35e-06, 2.68e-06, 7.06e-07, 3.83e-08, 2.26e-09, 2.04e-06, 2.47e-07, 1.17e-06, 3.08e-06, 6.58e-07, 1.47e-06, 2.42e-10, 2.22e-08, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 43.981589 s
Training model...
Step Train loss Test loss Test metric
1504000 [2.45e-06, 2.35e-06, 2.68e-06, 7.06e-07, 3.83e-08, 2.26e-09, 2.04e-06, 2.47e-07, 1.17e-06, 3.08e-06, 6.58e-07, 1.47e-06, 2.42e-10, 2.22e-08, 0.00e+00] [2.45e-06, 2.35e-06, 2.68e-06, 7.06e-07, 3.83e-08, 2.26e-09, 2.04e-06, 2.47e-07, 1.17e-06, 3.08e-06, 6.58e-07, 1.47e-06, 2.42e-10, 2.22e-08, 0.00e+00] []
1506000 [1.28e-06, 2.81e-06, 2.57e-06, 5.33e-07, 1.29e-08, 2.32e-07, 6.42e-06, 2.85e-07, 1.73e-06, 3.45e-06, 1.35e-06, 3.72e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.28e-06, 2.81e-06, 2.57e-06, 5.33e-07, 1.29e-08, 2.32e-07, 6.42e-06, 2.85e-07, 1.73e-06, 3.45e-06, 1.35e-06, 3.72e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.047443 s
Training model...
Step Train loss Test loss Test metric
1506000 [1.28e-06, 2.81e-06, 2.57e-06, 5.33e-07, 1.29e-08, 2.32e-07, 6.42e-06, 2.85e-07, 1.73e-06, 3.45e-06, 1.35e-06, 3.72e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.28e-06, 2.81e-06, 2.57e-06, 5.33e-07, 1.29e-08, 2.32e-07, 6.42e-06, 2.85e-07, 1.73e-06, 3.45e-06, 1.35e-06, 3.72e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1508000 [1.70e-06, 7.59e-07, 9.78e-07, 1.18e-07, 1.28e-06, 6.55e-07, 2.11e-06, 5.99e-07, 1.08e-06, 1.44e-06, 1.03e-06, 7.53e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.70e-06, 7.59e-07, 9.78e-07, 1.18e-07, 1.28e-06, 6.55e-07, 2.11e-06, 5.99e-07, 1.08e-06, 1.44e-06, 1.03e-06, 7.53e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.947206 s
Training model...
Step Train loss Test loss Test metric
1508000 [1.70e-06, 7.59e-07, 9.78e-07, 1.18e-07, 1.28e-06, 6.55e-07, 2.11e-06, 5.99e-07, 1.08e-06, 1.44e-06, 1.03e-06, 7.53e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.70e-06, 7.59e-07, 9.78e-07, 1.18e-07, 1.28e-06, 6.55e-07, 2.11e-06, 5.99e-07, 1.08e-06, 1.44e-06, 1.03e-06, 7.53e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1510000 [1.04e-06, 1.32e-06, 1.48e-06, 2.97e-07, 4.08e-07, 1.03e-07, 2.93e-06, 1.82e-06, 6.35e-06, 2.78e-06, 6.19e-06, 5.52e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.04e-06, 1.32e-06, 1.48e-06, 2.97e-07, 4.08e-07, 1.03e-07, 2.93e-06, 1.82e-06, 6.35e-06, 2.78e-06, 6.19e-06, 5.52e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.424970 s
Training model...
Step Train loss Test loss Test metric
1510000 [1.04e-06, 1.32e-06, 1.48e-06, 2.97e-07, 4.08e-07, 1.03e-07, 2.93e-06, 1.82e-06, 6.35e-06, 2.78e-06, 6.19e-06, 5.52e-06, 0.00e+00, 0.00e+00, 0.00e+00] [1.04e-06, 1.32e-06, 1.48e-06, 2.97e-07, 4.08e-07, 1.03e-07, 2.93e-06, 1.82e-06, 6.35e-06, 2.78e-06, 6.19e-06, 5.52e-06, 0.00e+00, 0.00e+00, 0.00e+00] []
1512000 [3.16e-05, 7.86e-06, 1.78e-05, 1.68e-07, 1.59e-05, 1.79e-05, 1.53e-05, 1.21e-05, 1.33e-05, 2.32e-05, 1.67e-05, 1.47e-04, 0.00e+00, 0.00e+00, 0.00e+00] [3.16e-05, 7.86e-06, 1.78e-05, 1.68e-07, 1.59e-05, 1.79e-05, 1.53e-05, 1.21e-05, 1.33e-05, 2.32e-05, 1.67e-05, 1.47e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.624834 s
Training model...
Step Train loss Test loss Test metric
1512000 [3.16e-05, 7.86e-06, 1.78e-05, 1.68e-07, 1.59e-05, 1.79e-05, 1.53e-05, 1.21e-05, 1.33e-05, 2.32e-05, 1.67e-05, 1.47e-04, 0.00e+00, 0.00e+00, 0.00e+00] [3.16e-05, 7.86e-06, 1.78e-05, 1.68e-07, 1.59e-05, 1.79e-05, 1.53e-05, 1.21e-05, 1.33e-05, 2.32e-05, 1.67e-05, 1.47e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1514000 [2.05e-06, 1.37e-06, 1.15e-06, 2.97e-07, 1.61e-06, 1.88e-06, 1.22e-08, 7.77e-07, 2.95e-06, 1.91e-06, 5.93e-06, 1.03e-05, 0.00e+00, 0.00e+00, 3.34e-11] [2.05e-06, 1.37e-06, 1.15e-06, 2.97e-07, 1.61e-06, 1.88e-06, 1.22e-08, 7.77e-07, 2.95e-06, 1.91e-06, 5.93e-06, 1.03e-05, 0.00e+00, 0.00e+00, 3.34e-11] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.394962 s
Training model...
Step Train loss Test loss Test metric
1514000 [2.05e-06, 1.37e-06, 1.15e-06, 2.97e-07, 1.61e-06, 1.88e-06, 1.22e-08, 7.77e-07, 2.95e-06, 1.91e-06, 5.93e-06, 1.03e-05, 0.00e+00, 0.00e+00, 3.34e-11] [2.05e-06, 1.37e-06, 1.15e-06, 2.97e-07, 1.61e-06, 1.88e-06, 1.22e-08, 7.77e-07, 2.95e-06, 1.91e-06, 5.93e-06, 1.03e-05, 0.00e+00, 0.00e+00, 3.34e-11] []
1516000 [9.09e-06, 5.17e-06, 1.17e-05, 3.64e-07, 6.40e-06, 3.61e-06, 1.39e-06, 3.90e-06, 9.64e-06, 9.99e-06, 4.54e-06, 6.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.09e-06, 5.17e-06, 1.17e-05, 3.64e-07, 6.40e-06, 3.61e-06, 1.39e-06, 3.90e-06, 9.64e-06, 9.99e-06, 4.54e-06, 6.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 31.058622 s
Training model...
Step Train loss Test loss Test metric
1516000 [9.09e-06, 5.17e-06, 1.17e-05, 3.64e-07, 6.40e-06, 3.61e-06, 1.39e-06, 3.90e-06, 9.64e-06, 9.99e-06, 4.54e-06, 6.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] [9.09e-06, 5.17e-06, 1.17e-05, 3.64e-07, 6.40e-06, 3.61e-06, 1.39e-06, 3.90e-06, 9.64e-06, 9.99e-06, 4.54e-06, 6.33e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1518000 [8.78e-06, 5.05e-06, 1.15e-05, 3.36e-07, 5.80e-06, 3.54e-06, 1.13e-06, 3.42e-06, 7.95e-06, 9.46e-06, 4.44e-06, 5.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.78e-06, 5.05e-06, 1.15e-05, 3.36e-07, 5.80e-06, 3.54e-06, 1.13e-06, 3.42e-06, 7.95e-06, 9.46e-06, 4.44e-06, 5.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.905368 s
Training model...
Step Train loss Test loss Test metric
1518000 [8.78e-06, 5.05e-06, 1.15e-05, 3.36e-07, 5.80e-06, 3.54e-06, 1.13e-06, 3.42e-06, 7.95e-06, 9.46e-06, 4.44e-06, 5.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] [8.78e-06, 5.05e-06, 1.15e-05, 3.36e-07, 5.80e-06, 3.54e-06, 1.13e-06, 3.42e-06, 7.95e-06, 9.46e-06, 4.44e-06, 5.95e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1520000 [2.24e-05, 7.20e-06, 1.34e-05, 2.28e-07, 1.24e-05, 8.65e-06, 5.68e-06, 8.07e-06, 1.30e-05, 9.38e-06, 1.13e-05, 9.63e-05, 5.75e-06, 1.55e-06, 1.56e-08] [2.24e-05, 7.20e-06, 1.34e-05, 2.28e-07, 1.24e-05, 8.65e-06, 5.68e-06, 8.07e-06, 1.30e-05, 9.38e-06, 1.13e-05, 9.63e-05, 5.75e-06, 1.55e-06, 1.56e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 34.432834 s
Training model...
Step Train loss Test loss Test metric
1520000 [2.24e-05, 7.20e-06, 1.34e-05, 2.28e-07, 1.24e-05, 8.65e-06, 5.68e-06, 8.07e-06, 1.30e-05, 9.38e-06, 1.13e-05, 9.63e-05, 5.75e-06, 1.55e-06, 1.56e-08] [2.24e-05, 7.20e-06, 1.34e-05, 2.28e-07, 1.24e-05, 8.65e-06, 5.68e-06, 8.07e-06, 1.30e-05, 9.38e-06, 1.13e-05, 9.63e-05, 5.75e-06, 1.55e-06, 1.56e-08] []
1522000 [1.36e-05, 6.26e-06, 7.53e-06, 3.54e-07, 4.70e-06, 4.63e-06, 2.52e-06, 4.37e-06, 5.83e-06, 6.33e-06, 6.75e-06, 5.33e-05, 3.64e-06, 6.26e-07, 6.89e-09] [1.36e-05, 6.26e-06, 7.53e-06, 3.54e-07, 4.70e-06, 4.63e-06, 2.52e-06, 4.37e-06, 5.83e-06, 6.33e-06, 6.75e-06, 5.33e-05, 3.64e-06, 6.26e-07, 6.89e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.035101 s
Training model...
Step Train loss Test loss Test metric
1522000 [1.36e-05, 6.26e-06, 7.53e-06, 3.54e-07, 4.70e-06, 4.63e-06, 2.52e-06, 4.37e-06, 5.83e-06, 6.33e-06, 6.75e-06, 5.33e-05, 3.64e-06, 6.26e-07, 6.89e-09] [1.36e-05, 6.26e-06, 7.53e-06, 3.54e-07, 4.70e-06, 4.63e-06, 2.52e-06, 4.37e-06, 5.83e-06, 6.33e-06, 6.75e-06, 5.33e-05, 3.64e-06, 6.26e-07, 6.89e-09] []
1524000 [1.87e-05, 6.86e-06, 1.41e-05, 2.43e-07, 1.36e-05, 1.28e-05, 1.24e-05, 1.49e-05, 2.18e-05, 5.34e-06, 8.27e-06, 8.71e-05, 3.84e-06, 1.88e-06, 3.40e-08] [1.87e-05, 6.86e-06, 1.41e-05, 2.43e-07, 1.36e-05, 1.28e-05, 1.24e-05, 1.49e-05, 2.18e-05, 5.34e-06, 8.27e-06, 8.71e-05, 3.84e-06, 1.88e-06, 3.40e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.328532 s
Training model...
Step Train loss Test loss Test metric
1524000 [1.87e-05, 6.86e-06, 1.41e-05, 2.43e-07, 1.36e-05, 1.28e-05, 1.24e-05, 1.49e-05, 2.18e-05, 5.34e-06, 8.27e-06, 8.71e-05, 3.84e-06, 1.88e-06, 3.40e-08] [1.87e-05, 6.86e-06, 1.41e-05, 2.43e-07, 1.36e-05, 1.28e-05, 1.24e-05, 1.49e-05, 2.18e-05, 5.34e-06, 8.27e-06, 8.71e-05, 3.84e-06, 1.88e-06, 3.40e-08] []
1526000 [2.13e-05, 5.87e-06, 1.67e-05, 1.76e-07, 1.14e-05, 1.31e-05, 9.29e-06, 9.14e-06, 1.04e-05, 1.92e-05, 1.17e-05, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.13e-05, 5.87e-06, 1.67e-05, 1.76e-07, 1.14e-05, 1.31e-05, 9.29e-06, 9.14e-06, 1.04e-05, 1.92e-05, 1.17e-05, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.478902 s
Training model...
Step Train loss Test loss Test metric
1526000 [2.13e-05, 5.87e-06, 1.67e-05, 1.76e-07, 1.14e-05, 1.31e-05, 9.29e-06, 9.14e-06, 1.04e-05, 1.92e-05, 1.17e-05, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00] [2.13e-05, 5.87e-06, 1.67e-05, 1.76e-07, 1.14e-05, 1.31e-05, 9.29e-06, 9.14e-06, 1.04e-05, 1.92e-05, 1.17e-05, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00] []
1528000 [2.38e-05, 7.52e-06, 1.48e-05, 1.98e-07, 1.43e-05, 8.97e-06, 1.61e-05, 1.06e-05, 2.06e-05, 9.85e-06, 1.04e-05, 1.08e-04, 6.01e-06, 1.69e-06, 4.42e-08] [2.38e-05, 7.52e-06, 1.48e-05, 1.98e-07, 1.43e-05, 8.97e-06, 1.61e-05, 1.06e-05, 2.06e-05, 9.85e-06, 1.04e-05, 1.08e-04, 6.01e-06, 1.69e-06, 4.42e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.618949 s
Training model...
Step Train loss Test loss Test metric
1528000 [2.38e-05, 7.52e-06, 1.48e-05, 1.98e-07, 1.43e-05, 8.97e-06, 1.61e-05, 1.06e-05, 2.06e-05, 9.85e-06, 1.04e-05, 1.08e-04, 6.01e-06, 1.69e-06, 4.42e-08] [2.38e-05, 7.52e-06, 1.48e-05, 1.98e-07, 1.43e-05, 8.97e-06, 1.61e-05, 1.06e-05, 2.06e-05, 9.85e-06, 1.04e-05, 1.08e-04, 6.01e-06, 1.69e-06, 4.42e-08] []
1530000 [6.52e-06, 3.25e-06, 2.30e-06, 2.88e-07, 2.12e-06, 2.35e-06, 5.19e-06, 1.44e-06, 1.48e-06, 1.54e-06, 2.36e-06, 1.38e-05, 8.15e-07, 1.29e-07, 0.00e+00] [6.52e-06, 3.25e-06, 2.30e-06, 2.88e-07, 2.12e-06, 2.35e-06, 5.19e-06, 1.44e-06, 1.48e-06, 1.54e-06, 2.36e-06, 1.38e-05, 8.15e-07, 1.29e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.682184 s
Training model...
Step Train loss Test loss Test metric
1530000 [6.52e-06, 3.25e-06, 2.30e-06, 2.88e-07, 2.12e-06, 2.35e-06, 5.19e-06, 1.44e-06, 1.48e-06, 1.54e-06, 2.36e-06, 1.38e-05, 8.15e-07, 1.29e-07, 0.00e+00] [6.52e-06, 3.25e-06, 2.30e-06, 2.88e-07, 2.12e-06, 2.35e-06, 5.19e-06, 1.44e-06, 1.48e-06, 1.54e-06, 2.36e-06, 1.38e-05, 8.15e-07, 1.29e-07, 0.00e+00] []
1532000 [6.11e-06, 3.87e-06, 3.66e-06, 2.85e-07, 3.51e-06, 6.36e-06, 5.06e-06, 6.79e-06, 7.41e-06, 7.72e-06, 6.18e-06, 3.86e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.11e-06, 3.87e-06, 3.66e-06, 2.85e-07, 3.51e-06, 6.36e-06, 5.06e-06, 6.79e-06, 7.41e-06, 7.72e-06, 6.18e-06, 3.86e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.221658 s
Training model...
Step Train loss Test loss Test metric
1532000 [6.11e-06, 3.87e-06, 3.66e-06, 2.85e-07, 3.51e-06, 6.36e-06, 5.06e-06, 6.79e-06, 7.41e-06, 7.72e-06, 6.18e-06, 3.86e-05, 0.00e+00, 0.00e+00, 0.00e+00] [6.11e-06, 3.87e-06, 3.66e-06, 2.85e-07, 3.51e-06, 6.36e-06, 5.06e-06, 6.79e-06, 7.41e-06, 7.72e-06, 6.18e-06, 3.86e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1534000 [5.18e-06, 2.44e-06, 3.03e-06, 2.68e-07, 3.23e-06, 2.79e-06, 2.06e-05, 4.83e-06, 7.50e-06, 6.70e-06, 4.96e-06, 2.96e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.18e-06, 2.44e-06, 3.03e-06, 2.68e-07, 3.23e-06, 2.79e-06, 2.06e-05, 4.83e-06, 7.50e-06, 6.70e-06, 4.96e-06, 2.96e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.162878 s
Training model...
Step Train loss Test loss Test metric
1534000 [5.18e-06, 2.44e-06, 3.03e-06, 2.68e-07, 3.23e-06, 2.79e-06, 2.06e-05, 4.83e-06, 7.50e-06, 6.70e-06, 4.96e-06, 2.96e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.18e-06, 2.44e-06, 3.03e-06, 2.68e-07, 3.23e-06, 2.79e-06, 2.06e-05, 4.83e-06, 7.50e-06, 6.70e-06, 4.96e-06, 2.96e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1536000 [2.14e-05, 6.86e-06, 1.42e-05, 1.96e-07, 1.47e-05, 1.11e-05, 6.95e-06, 1.72e-05, 2.89e-05, 7.38e-06, 8.59e-06, 9.82e-05, 4.94e-06, 1.81e-06, 1.90e-08] [2.14e-05, 6.86e-06, 1.42e-05, 1.96e-07, 1.47e-05, 1.11e-05, 6.95e-06, 1.72e-05, 2.89e-05, 7.38e-06, 8.59e-06, 9.82e-05, 4.94e-06, 1.81e-06, 1.90e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.703431 s
Training model...
Step Train loss Test loss Test metric
1536000 [2.14e-05, 6.86e-06, 1.42e-05, 1.96e-07, 1.47e-05, 1.11e-05, 6.95e-06, 1.72e-05, 2.89e-05, 7.38e-06, 8.59e-06, 9.82e-05, 4.94e-06, 1.81e-06, 1.90e-08] [2.14e-05, 6.86e-06, 1.42e-05, 1.96e-07, 1.47e-05, 1.11e-05, 6.95e-06, 1.72e-05, 2.89e-05, 7.38e-06, 8.59e-06, 9.82e-05, 4.94e-06, 1.81e-06, 1.90e-08] []
1538000 [4.82e-06, 2.61e-06, 1.81e-06, 2.67e-07, 1.95e-06, 1.62e-06, 2.29e-05, 1.44e-06, 2.12e-06, 1.17e-06, 1.86e-06, 1.40e-05, 7.80e-07, 1.49e-07, 0.00e+00] [4.82e-06, 2.61e-06, 1.81e-06, 2.67e-07, 1.95e-06, 1.62e-06, 2.29e-05, 1.44e-06, 2.12e-06, 1.17e-06, 1.86e-06, 1.40e-05, 7.80e-07, 1.49e-07, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.514219 s
Training model...
Step Train loss Test loss Test metric
1538000 [4.82e-06, 2.61e-06, 1.81e-06, 2.67e-07, 1.95e-06, 1.62e-06, 2.29e-05, 1.44e-06, 2.12e-06, 1.17e-06, 1.86e-06, 1.40e-05, 7.80e-07, 1.49e-07, 0.00e+00] [4.82e-06, 2.61e-06, 1.81e-06, 2.67e-07, 1.95e-06, 1.62e-06, 2.29e-05, 1.44e-06, 2.12e-06, 1.17e-06, 1.86e-06, 1.40e-05, 7.80e-07, 1.49e-07, 0.00e+00] []
1540000 [5.59e-06, 1.85e-06, 5.48e-06, 2.74e-07, 2.92e-06, 1.48e-06, 4.22e-06, 2.25e-06, 4.75e-06, 4.18e-06, 1.93e-06, 2.17e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.59e-06, 1.85e-06, 5.48e-06, 2.74e-07, 2.92e-06, 1.48e-06, 4.22e-06, 2.25e-06, 4.75e-06, 4.18e-06, 1.93e-06, 2.17e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.615233 s
Training model...
Step Train loss Test loss Test metric
1540000 [5.59e-06, 1.85e-06, 5.48e-06, 2.74e-07, 2.92e-06, 1.48e-06, 4.22e-06, 2.25e-06, 4.75e-06, 4.18e-06, 1.93e-06, 2.17e-05, 0.00e+00, 0.00e+00, 0.00e+00] [5.59e-06, 1.85e-06, 5.48e-06, 2.74e-07, 2.92e-06, 1.48e-06, 4.22e-06, 2.25e-06, 4.75e-06, 4.18e-06, 1.93e-06, 2.17e-05, 0.00e+00, 0.00e+00, 0.00e+00] []
1542000 [2.48e-06, 7.42e-07, 2.09e-06, 3.26e-07, 1.59e-06, 8.82e-07, 4.05e-06, 1.13e-07, 1.23e-06, 8.35e-07, 6.08e-07, 2.30e-06, 1.69e-07, 1.59e-08, 0.00e+00] [2.48e-06, 7.42e-07, 2.09e-06, 3.26e-07, 1.59e-06, 8.82e-07, 4.05e-06, 1.13e-07, 1.23e-06, 8.35e-07, 6.08e-07, 2.30e-06, 1.69e-07, 1.59e-08, 0.00e+00] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.269695 s
Training model...
Step Train loss Test loss Test metric
1542000 [2.48e-06, 7.42e-07, 2.09e-06, 3.26e-07, 1.59e-06, 8.82e-07, 4.05e-06, 1.13e-07, 1.23e-06, 8.35e-07, 6.08e-07, 2.30e-06, 1.69e-07, 1.59e-08, 0.00e+00] [2.48e-06, 7.42e-07, 2.09e-06, 3.26e-07, 1.59e-06, 8.82e-07, 4.05e-06, 1.13e-07, 1.23e-06, 8.35e-07, 6.08e-07, 2.30e-06, 1.69e-07, 1.59e-08, 0.00e+00] []
1544000 [8.54e-06, 2.76e-06, 4.27e-06, 4.83e-07, 5.40e-06, 2.27e-06, 8.72e-06, 3.54e-06, 5.34e-06, 9.68e-06, 9.46e-06, 6.14e-05, 0.00e+00, 0.00e+00, 2.39e-08] [8.54e-06, 2.76e-06, 4.27e-06, 4.83e-07, 5.40e-06, 2.27e-06, 8.72e-06, 3.54e-06, 5.34e-06, 9.68e-06, 9.46e-06, 6.14e-05, 0.00e+00, 0.00e+00, 2.39e-08] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 36.298396 s
Training model...
Step Train loss Test loss Test metric
1544000 [8.54e-06, 2.76e-06, 4.27e-06, 4.83e-07, 5.40e-06, 2.27e-06, 8.72e-06, 3.54e-06, 5.34e-06, 9.68e-06, 9.46e-06, 6.14e-05, 0.00e+00, 0.00e+00, 2.39e-08] [8.54e-06, 2.76e-06, 4.27e-06, 4.83e-07, 5.40e-06, 2.27e-06, 8.72e-06, 3.54e-06, 5.34e-06, 9.68e-06, 9.46e-06, 6.14e-05, 0.00e+00, 0.00e+00, 2.39e-08] []
1546000 [5.59e-06, 2.97e-06, 5.32e-06, 4.06e-07, 4.14e-06, 4.86e-06, 1.34e-06, 5.06e-06, 6.17e-06, 7.84e-06, 4.63e-06, 4.91e-05, 0.00e+00, 0.00e+00, 3.67e-09] [5.59e-06, 2.97e-06, 5.32e-06, 4.06e-07, 4.14e-06, 4.86e-06, 1.34e-06, 5.06e-06, 6.17e-06, 7.84e-06, 4.63e-06, 4.91e-05, 0.00e+00, 0.00e+00, 3.67e-09] []
Best model at step 1079897:
train loss: 2.17e-07
test loss: 2.17e-07
test metric: []
'train' took 35.654503 s
Training model...
Step Train loss Test loss Test metric
1546000 [5.59e-06, 2.97e-06, 5.32e-06, 4.06e-07, 4.14e-06, 4.86e-06, 1.34e-06, 5.06e-06, 6.17e-06, 7.84e-06, 4.63e-06, 4.91e-05, 0.00e+00, 0.00e+00, 3.67e-09] [5.59e-06, 2.97e-06, 5.32e-06, 4.06e-07, 4.14e-06, 4.86e-06, 1.34e-06, 5.06e-06, 6.17e-06, 7.84e-06, 4.63e-06, 4.91e-05, 0.00e+00, 0.00e+00, 3.67e-09] []
Training ended prematurely
Best train step: 1079897
alpha: 0.21980887651
beta: 0.10970002413
kappa: -0.012434460223
{'alpha': 0.15, 'beta': 0.1, 'kappa': 0.1}
No synth Data for label Im
No synth Data for label Im
intermediate_train()
Training model...
Step Train loss Test loss Test metric
296000 [4.40e-06, 3.79e-07, 2.06e-06, 6.07e-08, 1.47e-07, 1.11e-05, 1.69e-06, 7.15e-06, 1.73e-07, 2.28e-06, 0.00e+00, 9.27e-09, 0.00e+00, 2.73e-08, 3.25e-08, 2.57e-16, 1.69e-10, 5.86e-06, 1.18e-06, 1.65e-06, 1.52e-10] [4.40e-06, 3.79e-07, 2.06e-06, 6.07e-08, 1.47e-07, 1.11e-05, 1.69e-06, 7.15e-06, 1.73e-07, 2.28e-06, 0.00e+00, 9.27e-09, 0.00e+00, 2.73e-08, 3.25e-08, 2.57e-16, 1.69e-10, 5.86e-06, 1.18e-06, 1.65e-06, 1.52e-10] []
298000 [5.79e-07, 1.38e-07, 2.18e-07, 6.48e-09, 1.47e-05, 1.79e-04, 2.33e-05, 5.31e-05, 1.21e-05, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.67e-09, 4.64e-11, 1.97e-09, 5.99e-11, 5.66e-06, 1.06e-06, 1.66e-06, 7.57e-10] [5.79e-07, 1.38e-07, 2.18e-07, 6.48e-09, 1.47e-05, 1.79e-04, 2.33e-05, 5.31e-05, 1.21e-05, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.67e-09, 4.64e-11, 1.97e-09, 5.99e-11, 5.66e-06, 1.06e-06, 1.66e-06, 7.57e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.028921 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
298000 [5.79e-07, 1.38e-07, 2.18e-07, 6.48e-09, 1.47e-05, 1.79e-04, 2.33e-05, 5.31e-05, 1.21e-05, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.67e-09, 4.64e-11, 1.97e-09, 5.99e-11, 5.66e-06, 1.06e-06, 1.66e-06, 7.57e-10] [5.79e-07, 1.38e-07, 2.18e-07, 6.48e-09, 1.47e-05, 1.79e-04, 2.33e-05, 5.31e-05, 1.21e-05, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.67e-09, 4.64e-11, 1.97e-09, 5.99e-11, 5.66e-06, 1.06e-06, 1.66e-06, 7.57e-10] []
300000 [2.73e-05, 6.31e-06, 6.36e-06, 6.55e-07, 1.59e-04, 1.42e-04, 3.21e-04, 3.24e-04, 3.10e-04, 4.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-09, 1.73e-09, 2.56e-09, 2.29e-13, 1.35e-05, 2.39e-06, 3.90e-06, 3.52e-11] [2.73e-05, 6.31e-06, 6.36e-06, 6.55e-07, 1.59e-04, 1.42e-04, 3.21e-04, 3.24e-04, 3.10e-04, 4.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-09, 1.73e-09, 2.56e-09, 2.29e-13, 1.35e-05, 2.39e-06, 3.90e-06, 3.52e-11] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.742155 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
300000 [2.73e-05, 6.31e-06, 6.36e-06, 6.55e-07, 1.59e-04, 1.42e-04, 3.21e-04, 3.24e-04, 3.10e-04, 4.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-09, 1.73e-09, 2.56e-09, 2.29e-13, 1.35e-05, 2.39e-06, 3.90e-06, 3.52e-11] [2.73e-05, 6.31e-06, 6.36e-06, 6.55e-07, 1.59e-04, 1.42e-04, 3.21e-04, 3.24e-04, 3.10e-04, 4.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-09, 1.73e-09, 2.56e-09, 2.29e-13, 1.35e-05, 2.39e-06, 3.90e-06, 3.52e-11] []
302000 [3.40e-06, 2.90e-07, 1.67e-06, 2.75e-09, 1.23e-07, 7.15e-06, 2.40e-06, 6.18e-06, 2.39e-07, 4.90e-06, 6.02e-09, 3.23e-07, 1.86e-07, 1.35e-08, 2.64e-09, 4.06e-09, 9.04e-13, 1.06e-05, 2.04e-06, 3.23e-06, 9.74e-10] [3.40e-06, 2.90e-07, 1.67e-06, 2.75e-09, 1.23e-07, 7.15e-06, 2.40e-06, 6.18e-06, 2.39e-07, 4.90e-06, 6.02e-09, 3.23e-07, 1.86e-07, 1.35e-08, 2.64e-09, 4.06e-09, 9.04e-13, 1.06e-05, 2.04e-06, 3.23e-06, 9.74e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.727605 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
302000 [3.40e-06, 2.90e-07, 1.67e-06, 2.75e-09, 1.23e-07, 7.15e-06, 2.40e-06, 6.18e-06, 2.39e-07, 4.90e-06, 6.02e-09, 3.23e-07, 1.86e-07, 1.35e-08, 2.64e-09, 4.06e-09, 9.04e-13, 1.06e-05, 2.04e-06, 3.23e-06, 9.74e-10] [3.40e-06, 2.90e-07, 1.67e-06, 2.75e-09, 1.23e-07, 7.15e-06, 2.40e-06, 6.18e-06, 2.39e-07, 4.90e-06, 6.02e-09, 3.23e-07, 1.86e-07, 1.35e-08, 2.64e-09, 4.06e-09, 9.04e-13, 1.06e-05, 2.04e-06, 3.23e-06, 9.74e-10] []
304000 [4.02e-06, 3.56e-07, 1.95e-06, 4.12e-09, 7.05e-08, 5.18e-06, 9.45e-07, 4.84e-06, 1.31e-09, 5.02e-10, 0.00e+00, 1.61e-08, 0.00e+00, 9.89e-11, 1.32e-11, 2.89e-11, 5.93e-15, 8.48e-06, 1.65e-06, 2.57e-06, 5.58e-10] [4.02e-06, 3.56e-07, 1.95e-06, 4.12e-09, 7.05e-08, 5.18e-06, 9.45e-07, 4.84e-06, 1.31e-09, 5.02e-10, 0.00e+00, 1.61e-08, 0.00e+00, 9.89e-11, 1.32e-11, 2.89e-11, 5.93e-15, 8.48e-06, 1.65e-06, 2.57e-06, 5.58e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.821391 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
304000 [4.02e-06, 3.56e-07, 1.95e-06, 4.12e-09, 7.05e-08, 5.18e-06, 9.45e-07, 4.84e-06, 1.31e-09, 5.02e-10, 0.00e+00, 1.61e-08, 0.00e+00, 9.89e-11, 1.32e-11, 2.89e-11, 5.93e-15, 8.48e-06, 1.65e-06, 2.57e-06, 5.58e-10] [4.02e-06, 3.56e-07, 1.95e-06, 4.12e-09, 7.05e-08, 5.18e-06, 9.45e-07, 4.84e-06, 1.31e-09, 5.02e-10, 0.00e+00, 1.61e-08, 0.00e+00, 9.89e-11, 1.32e-11, 2.89e-11, 5.93e-15, 8.48e-06, 1.65e-06, 2.57e-06, 5.58e-10] []
306000 [4.20e-06, 3.82e-07, 2.01e-06, 4.39e-09, 1.95e-08, 5.09e-06, 9.22e-07, 4.84e-06, 1.09e-09, 1.47e-10, 0.00e+00, 1.93e-08, 1.21e-10, 9.15e-12, 1.27e-12, 2.76e-12, 2.25e-15, 7.85e-06, 1.53e-06, 2.37e-06, 5.49e-10] [4.20e-06, 3.82e-07, 2.01e-06, 4.39e-09, 1.95e-08, 5.09e-06, 9.22e-07, 4.84e-06, 1.09e-09, 1.47e-10, 0.00e+00, 1.93e-08, 1.21e-10, 9.15e-12, 1.27e-12, 2.76e-12, 2.25e-15, 7.85e-06, 1.53e-06, 2.37e-06, 5.49e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.618769 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
306000 [4.20e-06, 3.82e-07, 2.01e-06, 4.39e-09, 1.95e-08, 5.09e-06, 9.22e-07, 4.84e-06, 1.09e-09, 1.47e-10, 0.00e+00, 1.93e-08, 1.21e-10, 9.15e-12, 1.27e-12, 2.76e-12, 2.25e-15, 7.85e-06, 1.53e-06, 2.37e-06, 5.49e-10] [4.20e-06, 3.82e-07, 2.01e-06, 4.39e-09, 1.95e-08, 5.09e-06, 9.22e-07, 4.84e-06, 1.09e-09, 1.47e-10, 0.00e+00, 1.93e-08, 1.21e-10, 9.15e-12, 1.27e-12, 2.76e-12, 2.25e-15, 7.85e-06, 1.53e-06, 2.37e-06, 5.49e-10] []
308000 [4.46e-06, 4.21e-07, 2.10e-06, 4.30e-09, 5.76e-14, 5.39e-06, 9.32e-07, 5.00e-06, 4.71e-09, 8.03e-09, 0.00e+00, 2.10e-08, 3.07e-09, 7.58e-11, 1.51e-11, 2.32e-11, 9.98e-15, 7.14e-06, 1.39e-06, 2.15e-06, 5.01e-10] [4.46e-06, 4.21e-07, 2.10e-06, 4.30e-09, 5.76e-14, 5.39e-06, 9.32e-07, 5.00e-06, 4.71e-09, 8.03e-09, 0.00e+00, 2.10e-08, 3.07e-09, 7.58e-11, 1.51e-11, 2.32e-11, 9.98e-15, 7.14e-06, 1.39e-06, 2.15e-06, 5.01e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.371342 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
308000 [4.46e-06, 4.21e-07, 2.10e-06, 4.30e-09, 5.76e-14, 5.39e-06, 9.32e-07, 5.00e-06, 4.71e-09, 8.03e-09, 0.00e+00, 2.10e-08, 3.07e-09, 7.58e-11, 1.51e-11, 2.32e-11, 9.98e-15, 7.14e-06, 1.39e-06, 2.15e-06, 5.01e-10] [4.46e-06, 4.21e-07, 2.10e-06, 4.30e-09, 5.76e-14, 5.39e-06, 9.32e-07, 5.00e-06, 4.71e-09, 8.03e-09, 0.00e+00, 2.10e-08, 3.07e-09, 7.58e-11, 1.51e-11, 2.32e-11, 9.98e-15, 7.14e-06, 1.39e-06, 2.15e-06, 5.01e-10] []
310000 [4.74e-06, 4.42e-07, 1.87e-06, 4.80e-09, 6.51e-06, 1.74e-05, 9.37e-06, 1.72e-05, 2.47e-07, 3.38e-05, 4.30e-07, 1.38e-06, 2.06e-07, 2.38e-09, 4.36e-10, 6.67e-10, 2.19e-13, 7.58e-06, 1.40e-06, 2.14e-06, 7.75e-10] [4.74e-06, 4.42e-07, 1.87e-06, 4.80e-09, 6.51e-06, 1.74e-05, 9.37e-06, 1.72e-05, 2.47e-07, 3.38e-05, 4.30e-07, 1.38e-06, 2.06e-07, 2.38e-09, 4.36e-10, 6.67e-10, 2.19e-13, 7.58e-06, 1.40e-06, 2.14e-06, 7.75e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.551979 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
310000 [4.74e-06, 4.42e-07, 1.87e-06, 4.80e-09, 6.51e-06, 1.74e-05, 9.37e-06, 1.72e-05, 2.47e-07, 3.38e-05, 4.30e-07, 1.38e-06, 2.06e-07, 2.38e-09, 4.36e-10, 6.67e-10, 2.19e-13, 7.58e-06, 1.40e-06, 2.14e-06, 7.75e-10] [4.74e-06, 4.42e-07, 1.87e-06, 4.80e-09, 6.51e-06, 1.74e-05, 9.37e-06, 1.72e-05, 2.47e-07, 3.38e-05, 4.30e-07, 1.38e-06, 2.06e-07, 2.38e-09, 4.36e-10, 6.67e-10, 2.19e-13, 7.58e-06, 1.40e-06, 2.14e-06, 7.75e-10] []
312000 [5.65e-06, 9.53e-07, 1.35e-06, 4.82e-08, 1.93e-05, 3.78e-05, 9.95e-06, 1.64e-05, 2.02e-05, 7.78e-06, 0.00e+00, 0.00e+00, 0.00e+00, 5.42e-09, 1.00e-09, 1.53e-09, 6.11e-13, 1.00e-05, 1.84e-06, 2.82e-06, 1.11e-09] [5.65e-06, 9.53e-07, 1.35e-06, 4.82e-08, 1.93e-05, 3.78e-05, 9.95e-06, 1.64e-05, 2.02e-05, 7.78e-06, 0.00e+00, 0.00e+00, 0.00e+00, 5.42e-09, 1.00e-09, 1.53e-09, 6.11e-13, 1.00e-05, 1.84e-06, 2.82e-06, 1.11e-09] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.535133 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
312000 [5.65e-06, 9.53e-07, 1.35e-06, 4.82e-08, 1.93e-05, 3.78e-05, 9.95e-06, 1.64e-05, 2.02e-05, 7.78e-06, 0.00e+00, 0.00e+00, 0.00e+00, 5.42e-09, 1.00e-09, 1.53e-09, 6.11e-13, 1.00e-05, 1.84e-06, 2.82e-06, 1.11e-09] [5.65e-06, 9.53e-07, 1.35e-06, 4.82e-08, 1.93e-05, 3.78e-05, 9.95e-06, 1.64e-05, 2.02e-05, 7.78e-06, 0.00e+00, 0.00e+00, 0.00e+00, 5.42e-09, 1.00e-09, 1.53e-09, 6.11e-13, 1.00e-05, 1.84e-06, 2.82e-06, 1.11e-09] []
314000 [4.03e-06, 3.47e-07, 1.98e-06, 4.27e-09, 2.52e-07, 3.71e-06, 1.12e-06, 4.21e-06, 2.14e-07, 4.41e-06, 7.35e-09, 3.48e-07, 1.71e-07, 1.66e-11, 2.81e-12, 4.46e-12, 4.37e-17, 8.42e-06, 1.65e-06, 2.54e-06, 6.18e-10] [4.03e-06, 3.47e-07, 1.98e-06, 4.27e-09, 2.52e-07, 3.71e-06, 1.12e-06, 4.21e-06, 2.14e-07, 4.41e-06, 7.35e-09, 3.48e-07, 1.71e-07, 1.66e-11, 2.81e-12, 4.46e-12, 4.37e-17, 8.42e-06, 1.65e-06, 2.54e-06, 6.18e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.801913 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
314000 [4.03e-06, 3.47e-07, 1.98e-06, 4.27e-09, 2.52e-07, 3.71e-06, 1.12e-06, 4.21e-06, 2.14e-07, 4.41e-06, 7.35e-09, 3.48e-07, 1.71e-07, 1.66e-11, 2.81e-12, 4.46e-12, 4.37e-17, 8.42e-06, 1.65e-06, 2.54e-06, 6.18e-10] [4.03e-06, 3.47e-07, 1.98e-06, 4.27e-09, 2.52e-07, 3.71e-06, 1.12e-06, 4.21e-06, 2.14e-07, 4.41e-06, 7.35e-09, 3.48e-07, 1.71e-07, 1.66e-11, 2.81e-12, 4.46e-12, 4.37e-17, 8.42e-06, 1.65e-06, 2.54e-06, 6.18e-10] []
316000 [5.29e-06, 9.01e-07, 2.11e-06, 8.88e-09, 6.90e-06, 8.78e-06, 1.24e-05, 1.66e-05, 1.22e-05, 1.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-10, 4.53e-11, 7.07e-11, 1.96e-15, 7.33e-06, 1.42e-06, 2.19e-06, 2.95e-10] [5.29e-06, 9.01e-07, 2.11e-06, 8.88e-09, 6.90e-06, 8.78e-06, 1.24e-05, 1.66e-05, 1.22e-05, 1.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-10, 4.53e-11, 7.07e-11, 1.96e-15, 7.33e-06, 1.42e-06, 2.19e-06, 2.95e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.762731 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
316000 [5.29e-06, 9.01e-07, 2.11e-06, 8.88e-09, 6.90e-06, 8.78e-06, 1.24e-05, 1.66e-05, 1.22e-05, 1.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-10, 4.53e-11, 7.07e-11, 1.96e-15, 7.33e-06, 1.42e-06, 2.19e-06, 2.95e-10] [5.29e-06, 9.01e-07, 2.11e-06, 8.88e-09, 6.90e-06, 8.78e-06, 1.24e-05, 1.66e-05, 1.22e-05, 1.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-10, 4.53e-11, 7.07e-11, 1.96e-15, 7.33e-06, 1.42e-06, 2.19e-06, 2.95e-10] []
318000 [5.29e-06, 9.30e-07, 2.07e-06, 8.87e-09, 7.77e-06, 1.02e-05, 1.25e-05, 1.61e-05, 1.32e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-10, 5.00e-11, 7.98e-11, 8.00e-15, 7.29e-06, 1.41e-06, 2.18e-06, 2.96e-10] [5.29e-06, 9.30e-07, 2.07e-06, 8.87e-09, 7.77e-06, 1.02e-05, 1.25e-05, 1.61e-05, 1.32e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-10, 5.00e-11, 7.98e-11, 8.00e-15, 7.29e-06, 1.41e-06, 2.18e-06, 2.96e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.617370 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
318000 [5.29e-06, 9.30e-07, 2.07e-06, 8.87e-09, 7.77e-06, 1.02e-05, 1.25e-05, 1.61e-05, 1.32e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-10, 5.00e-11, 7.98e-11, 8.00e-15, 7.29e-06, 1.41e-06, 2.18e-06, 2.96e-10] [5.29e-06, 9.30e-07, 2.07e-06, 8.87e-09, 7.77e-06, 1.02e-05, 1.25e-05, 1.61e-05, 1.32e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-10, 5.00e-11, 7.98e-11, 8.00e-15, 7.29e-06, 1.41e-06, 2.18e-06, 2.96e-10] []
320000 [3.42e-06, 6.89e-07, 8.03e-07, 5.58e-07, 5.25e-06, 5.20e-05, 2.22e-05, 3.60e-05, 5.04e-05, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-07, 2.14e-08, 3.24e-08, 3.53e-11, 1.03e-05, 1.98e-06, 3.00e-06, 3.13e-09] [3.42e-06, 6.89e-07, 8.03e-07, 5.58e-07, 5.25e-06, 5.20e-05, 2.22e-05, 3.60e-05, 5.04e-05, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-07, 2.14e-08, 3.24e-08, 3.53e-11, 1.03e-05, 1.98e-06, 3.00e-06, 3.13e-09] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.110379 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
320000 [3.42e-06, 6.89e-07, 8.03e-07, 5.58e-07, 5.25e-06, 5.20e-05, 2.22e-05, 3.60e-05, 5.04e-05, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-07, 2.14e-08, 3.24e-08, 3.53e-11, 1.03e-05, 1.98e-06, 3.00e-06, 3.13e-09] [3.42e-06, 6.89e-07, 8.03e-07, 5.58e-07, 5.25e-06, 5.20e-05, 2.22e-05, 3.60e-05, 5.04e-05, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-07, 2.14e-08, 3.24e-08, 3.53e-11, 1.03e-05, 1.98e-06, 3.00e-06, 3.13e-09] []
322000 [4.45e-06, 4.25e-07, 2.12e-06, 4.73e-09, 1.64e-08, 3.14e-06, 9.12e-07, 3.88e-06, 1.15e-08, 2.42e-07, 0.00e+00, 1.44e-08, 0.00e+00, 7.32e-12, 1.11e-12, 1.78e-12, 2.49e-16, 6.71e-06, 1.31e-06, 2.02e-06, 4.92e-10] [4.45e-06, 4.25e-07, 2.12e-06, 4.73e-09, 1.64e-08, 3.14e-06, 9.12e-07, 3.88e-06, 1.15e-08, 2.42e-07, 0.00e+00, 1.44e-08, 0.00e+00, 7.32e-12, 1.11e-12, 1.78e-12, 2.49e-16, 6.71e-06, 1.31e-06, 2.02e-06, 4.92e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.526168 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
322000 [4.45e-06, 4.25e-07, 2.12e-06, 4.73e-09, 1.64e-08, 3.14e-06, 9.12e-07, 3.88e-06, 1.15e-08, 2.42e-07, 0.00e+00, 1.44e-08, 0.00e+00, 7.32e-12, 1.11e-12, 1.78e-12, 2.49e-16, 6.71e-06, 1.31e-06, 2.02e-06, 4.92e-10] [4.45e-06, 4.25e-07, 2.12e-06, 4.73e-09, 1.64e-08, 3.14e-06, 9.12e-07, 3.88e-06, 1.15e-08, 2.42e-07, 0.00e+00, 1.44e-08, 0.00e+00, 7.32e-12, 1.11e-12, 1.78e-12, 2.49e-16, 6.71e-06, 1.31e-06, 2.02e-06, 4.92e-10] []
324000 [4.52e-06, 4.42e-07, 2.14e-06, 4.78e-09, 6.93e-08, 3.05e-06, 9.76e-07, 3.89e-06, 6.87e-08, 1.04e-06, 0.00e+00, 5.03e-10, 0.00e+00, 1.31e-12, 2.50e-13, 4.01e-13, 9.22e-16, 6.45e-06, 1.26e-06, 1.94e-06, 4.57e-10] [4.52e-06, 4.42e-07, 2.14e-06, 4.78e-09, 6.93e-08, 3.05e-06, 9.76e-07, 3.89e-06, 6.87e-08, 1.04e-06, 0.00e+00, 5.03e-10, 0.00e+00, 1.31e-12, 2.50e-13, 4.01e-13, 9.22e-16, 6.45e-06, 1.26e-06, 1.94e-06, 4.57e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.838260 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
324000 [4.52e-06, 4.42e-07, 2.14e-06, 4.78e-09, 6.93e-08, 3.05e-06, 9.76e-07, 3.89e-06, 6.87e-08, 1.04e-06, 0.00e+00, 5.03e-10, 0.00e+00, 1.31e-12, 2.50e-13, 4.01e-13, 9.22e-16, 6.45e-06, 1.26e-06, 1.94e-06, 4.57e-10] [4.52e-06, 4.42e-07, 2.14e-06, 4.78e-09, 6.93e-08, 3.05e-06, 9.76e-07, 3.89e-06, 6.87e-08, 1.04e-06, 0.00e+00, 5.03e-10, 0.00e+00, 1.31e-12, 2.50e-13, 4.01e-13, 9.22e-16, 6.45e-06, 1.26e-06, 1.94e-06, 4.57e-10] []
326000 [6.63e-06, 1.40e-06, 2.28e-06, 1.38e-08, 1.40e-05, 1.59e-05, 2.23e-05, 2.54e-05, 2.42e-05, 3.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-10, 5.97e-11, 9.19e-11, 1.15e-14, 6.34e-06, 1.22e-06, 1.89e-06, 2.04e-10] [6.63e-06, 1.40e-06, 2.28e-06, 1.38e-08, 1.40e-05, 1.59e-05, 2.23e-05, 2.54e-05, 2.42e-05, 3.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-10, 5.97e-11, 9.19e-11, 1.15e-14, 6.34e-06, 1.22e-06, 1.89e-06, 2.04e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.857667 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
326000 [6.63e-06, 1.40e-06, 2.28e-06, 1.38e-08, 1.40e-05, 1.59e-05, 2.23e-05, 2.54e-05, 2.42e-05, 3.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-10, 5.97e-11, 9.19e-11, 1.15e-14, 6.34e-06, 1.22e-06, 1.89e-06, 2.04e-10] [6.63e-06, 1.40e-06, 2.28e-06, 1.38e-08, 1.40e-05, 1.59e-05, 2.23e-05, 2.54e-05, 2.42e-05, 3.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-10, 5.97e-11, 9.19e-11, 1.15e-14, 6.34e-06, 1.22e-06, 1.89e-06, 2.04e-10] []
328000 [5.07e-06, 5.61e-07, 2.25e-06, 2.39e-08, 5.35e-06, 1.05e-05, 2.58e-06, 5.54e-06, 9.86e-08, 1.69e-05, 9.15e-08, 5.60e-07, 0.00e+00, 1.01e-09, 1.99e-10, 3.02e-10, 8.90e-14, 5.40e-06, 1.06e-06, 1.61e-06, 5.36e-10] [5.07e-06, 5.61e-07, 2.25e-06, 2.39e-08, 5.35e-06, 1.05e-05, 2.58e-06, 5.54e-06, 9.86e-08, 1.69e-05, 9.15e-08, 5.60e-07, 0.00e+00, 1.01e-09, 1.99e-10, 3.02e-10, 8.90e-14, 5.40e-06, 1.06e-06, 1.61e-06, 5.36e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.475502 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
328000 [5.07e-06, 5.61e-07, 2.25e-06, 2.39e-08, 5.35e-06, 1.05e-05, 2.58e-06, 5.54e-06, 9.86e-08, 1.69e-05, 9.15e-08, 5.60e-07, 0.00e+00, 1.01e-09, 1.99e-10, 3.02e-10, 8.90e-14, 5.40e-06, 1.06e-06, 1.61e-06, 5.36e-10] [5.07e-06, 5.61e-07, 2.25e-06, 2.39e-08, 5.35e-06, 1.05e-05, 2.58e-06, 5.54e-06, 9.86e-08, 1.69e-05, 9.15e-08, 5.60e-07, 0.00e+00, 1.01e-09, 1.99e-10, 3.02e-10, 8.90e-14, 5.40e-06, 1.06e-06, 1.61e-06, 5.36e-10] []
330000 [4.70e-06, 4.64e-07, 2.22e-06, 5.40e-09, 8.32e-09, 2.72e-06, 9.36e-07, 3.59e-06, 3.20e-09, 7.21e-08, 0.00e+00, 1.46e-08, 0.00e+00, 5.46e-11, 1.06e-11, 1.64e-11, 4.75e-15, 5.96e-06, 1.16e-06, 1.80e-06, 3.96e-10] [4.70e-06, 4.64e-07, 2.22e-06, 5.40e-09, 8.32e-09, 2.72e-06, 9.36e-07, 3.59e-06, 3.20e-09, 7.21e-08, 0.00e+00, 1.46e-08, 0.00e+00, 5.46e-11, 1.06e-11, 1.64e-11, 4.75e-15, 5.96e-06, 1.16e-06, 1.80e-06, 3.96e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.510030 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
330000 [4.70e-06, 4.64e-07, 2.22e-06, 5.40e-09, 8.32e-09, 2.72e-06, 9.36e-07, 3.59e-06, 3.20e-09, 7.21e-08, 0.00e+00, 1.46e-08, 0.00e+00, 5.46e-11, 1.06e-11, 1.64e-11, 4.75e-15, 5.96e-06, 1.16e-06, 1.80e-06, 3.96e-10] [4.70e-06, 4.64e-07, 2.22e-06, 5.40e-09, 8.32e-09, 2.72e-06, 9.36e-07, 3.59e-06, 3.20e-09, 7.21e-08, 0.00e+00, 1.46e-08, 0.00e+00, 5.46e-11, 1.06e-11, 1.64e-11, 4.75e-15, 5.96e-06, 1.16e-06, 1.80e-06, 3.96e-10] []
332000 [1.16e-05, 6.47e-06, 2.56e-06, 3.95e-07, 8.09e-05, 4.84e-05, 2.48e-04, 2.85e-04, 1.96e-04, 2.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.54e-07, 5.24e-08, 7.93e-08, 2.65e-10, 1.30e-06, 2.68e-07, 4.06e-07, 1.35e-09] [1.16e-05, 6.47e-06, 2.56e-06, 3.95e-07, 8.09e-05, 4.84e-05, 2.48e-04, 2.85e-04, 1.96e-04, 2.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.54e-07, 5.24e-08, 7.93e-08, 2.65e-10, 1.30e-06, 2.68e-07, 4.06e-07, 1.35e-09] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.445790 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
332000 [1.16e-05, 6.47e-06, 2.56e-06, 3.95e-07, 8.09e-05, 4.84e-05, 2.48e-04, 2.85e-04, 1.96e-04, 2.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.54e-07, 5.24e-08, 7.93e-08, 2.65e-10, 1.30e-06, 2.68e-07, 4.06e-07, 1.35e-09] [1.16e-05, 6.47e-06, 2.56e-06, 3.95e-07, 8.09e-05, 4.84e-05, 2.48e-04, 2.85e-04, 1.96e-04, 2.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.54e-07, 5.24e-08, 7.93e-08, 2.65e-10, 1.30e-06, 2.68e-07, 4.06e-07, 1.35e-09] []
334000 [2.65e-05, 2.76e-06, 7.20e-06, 8.94e-07, 2.01e-07, 1.23e-05, 1.94e-07, 7.14e-06, 2.59e-07, 1.75e-06, 2.77e-09, 1.17e-07, 0.00e+00, 4.86e-08, 9.37e-09, 1.44e-08, 1.13e-11, 4.04e-06, 7.78e-07, 1.20e-06, 9.45e-10] [2.65e-05, 2.76e-06, 7.20e-06, 8.94e-07, 2.01e-07, 1.23e-05, 1.94e-07, 7.14e-06, 2.59e-07, 1.75e-06, 2.77e-09, 1.17e-07, 0.00e+00, 4.86e-08, 9.37e-09, 1.44e-08, 1.13e-11, 4.04e-06, 7.78e-07, 1.20e-06, 9.45e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.139724 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
334000 [2.65e-05, 2.76e-06, 7.20e-06, 8.94e-07, 2.01e-07, 1.23e-05, 1.94e-07, 7.14e-06, 2.59e-07, 1.75e-06, 2.77e-09, 1.17e-07, 0.00e+00, 4.86e-08, 9.37e-09, 1.44e-08, 1.13e-11, 4.04e-06, 7.78e-07, 1.20e-06, 9.45e-10] [2.65e-05, 2.76e-06, 7.20e-06, 8.94e-07, 2.01e-07, 1.23e-05, 1.94e-07, 7.14e-06, 2.59e-07, 1.75e-06, 2.77e-09, 1.17e-07, 0.00e+00, 4.86e-08, 9.37e-09, 1.44e-08, 1.13e-11, 4.04e-06, 7.78e-07, 1.20e-06, 9.45e-10] []
336000 [4.89e-06, 4.95e-07, 2.28e-06, 4.89e-09, 9.99e-11, 2.54e-06, 9.61e-07, 3.41e-06, 3.10e-09, 4.54e-09, 0.00e+00, 2.62e-08, 2.22e-09, 1.08e-09, 2.01e-10, 3.22e-10, 1.45e-13, 5.45e-06, 1.06e-06, 1.65e-06, 3.95e-10] [4.89e-06, 4.95e-07, 2.28e-06, 4.89e-09, 9.99e-11, 2.54e-06, 9.61e-07, 3.41e-06, 3.10e-09, 4.54e-09, 0.00e+00, 2.62e-08, 2.22e-09, 1.08e-09, 2.01e-10, 3.22e-10, 1.45e-13, 5.45e-06, 1.06e-06, 1.65e-06, 3.95e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.715099 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
336000 [4.89e-06, 4.95e-07, 2.28e-06, 4.89e-09, 9.99e-11, 2.54e-06, 9.61e-07, 3.41e-06, 3.10e-09, 4.54e-09, 0.00e+00, 2.62e-08, 2.22e-09, 1.08e-09, 2.01e-10, 3.22e-10, 1.45e-13, 5.45e-06, 1.06e-06, 1.65e-06, 3.95e-10] [4.89e-06, 4.95e-07, 2.28e-06, 4.89e-09, 9.99e-11, 2.54e-06, 9.61e-07, 3.41e-06, 3.10e-09, 4.54e-09, 0.00e+00, 2.62e-08, 2.22e-09, 1.08e-09, 2.01e-10, 3.22e-10, 1.45e-13, 5.45e-06, 1.06e-06, 1.65e-06, 3.95e-10] []
338000 [5.05e-06, 5.24e-07, 2.33e-06, 4.92e-09, 4.97e-09, 2.65e-06, 9.80e-07, 3.46e-06, 1.11e-09, 2.65e-09, 0.00e+00, 1.64e-08, 2.79e-10, 9.79e-10, 1.84e-10, 2.93e-10, 1.18e-13, 5.06e-06, 9.86e-07, 1.53e-06, 3.59e-10] [5.05e-06, 5.24e-07, 2.33e-06, 4.92e-09, 4.97e-09, 2.65e-06, 9.80e-07, 3.46e-06, 1.11e-09, 2.65e-09, 0.00e+00, 1.64e-08, 2.79e-10, 9.79e-10, 1.84e-10, 2.93e-10, 1.18e-13, 5.06e-06, 9.86e-07, 1.53e-06, 3.59e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.810694 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
338000 [5.05e-06, 5.24e-07, 2.33e-06, 4.92e-09, 4.97e-09, 2.65e-06, 9.80e-07, 3.46e-06, 1.11e-09, 2.65e-09, 0.00e+00, 1.64e-08, 2.79e-10, 9.79e-10, 1.84e-10, 2.93e-10, 1.18e-13, 5.06e-06, 9.86e-07, 1.53e-06, 3.59e-10] [5.05e-06, 5.24e-07, 2.33e-06, 4.92e-09, 4.97e-09, 2.65e-06, 9.80e-07, 3.46e-06, 1.11e-09, 2.65e-09, 0.00e+00, 1.64e-08, 2.79e-10, 9.79e-10, 1.84e-10, 2.93e-10, 1.18e-13, 5.06e-06, 9.86e-07, 1.53e-06, 3.59e-10] []
340000 [6.71e-05, 8.61e-06, 2.06e-05, 4.48e-06, 9.30e-04, 8.28e-04, 1.11e-03, 1.09e-03, 1.35e-03, 1.73e-02, 0.00e+00, 0.00e+00, 0.00e+00, 3.36e-07, 6.50e-08, 1.01e-07, 2.57e-11, 3.53e-06, 6.84e-07, 1.06e-06, 2.71e-10] [6.71e-05, 8.61e-06, 2.06e-05, 4.48e-06, 9.30e-04, 8.28e-04, 1.11e-03, 1.09e-03, 1.35e-03, 1.73e-02, 0.00e+00, 0.00e+00, 0.00e+00, 3.36e-07, 6.50e-08, 1.01e-07, 2.57e-11, 3.53e-06, 6.84e-07, 1.06e-06, 2.71e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.760642 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
340000 [6.71e-05, 8.61e-06, 2.06e-05, 4.48e-06, 9.30e-04, 8.28e-04, 1.11e-03, 1.09e-03, 1.35e-03, 1.73e-02, 0.00e+00, 0.00e+00, 0.00e+00, 3.36e-07, 6.50e-08, 1.01e-07, 2.57e-11, 3.53e-06, 6.84e-07, 1.06e-06, 2.71e-10] [6.71e-05, 8.61e-06, 2.06e-05, 4.48e-06, 9.30e-04, 8.28e-04, 1.11e-03, 1.09e-03, 1.35e-03, 1.73e-02, 0.00e+00, 0.00e+00, 0.00e+00, 3.36e-07, 6.50e-08, 1.01e-07, 2.57e-11, 3.53e-06, 6.84e-07, 1.06e-06, 2.71e-10] []
342000 [6.10e-06, 6.59e-07, 2.70e-06, 5.65e-09, 4.70e-09, 5.73e-06, 1.85e-06, 4.07e-06, 1.03e-09, 3.41e-09, 0.00e+00, 2.91e-08, 1.24e-10, 1.17e-10, 2.32e-11, 3.54e-11, 8.24e-15, 4.69e-06, 9.13e-07, 1.42e-06, 3.25e-10] [6.10e-06, 6.59e-07, 2.70e-06, 5.65e-09, 4.70e-09, 5.73e-06, 1.85e-06, 4.07e-06, 1.03e-09, 3.41e-09, 0.00e+00, 2.91e-08, 1.24e-10, 1.17e-10, 2.32e-11, 3.54e-11, 8.24e-15, 4.69e-06, 9.13e-07, 1.42e-06, 3.25e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.445720 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
342000 [6.10e-06, 6.59e-07, 2.70e-06, 5.65e-09, 4.70e-09, 5.73e-06, 1.85e-06, 4.07e-06, 1.03e-09, 3.41e-09, 0.00e+00, 2.91e-08, 1.24e-10, 1.17e-10, 2.32e-11, 3.54e-11, 8.24e-15, 4.69e-06, 9.13e-07, 1.42e-06, 3.25e-10] [6.10e-06, 6.59e-07, 2.70e-06, 5.65e-09, 4.70e-09, 5.73e-06, 1.85e-06, 4.07e-06, 1.03e-09, 3.41e-09, 0.00e+00, 2.91e-08, 1.24e-10, 1.17e-10, 2.32e-11, 3.54e-11, 8.24e-15, 4.69e-06, 9.13e-07, 1.42e-06, 3.25e-10] []
344000 [6.49e-06, 7.00e-07, 2.87e-06, 1.93e-08, 5.76e-07, 9.63e-06, 1.85e-06, 5.66e-06, 5.13e-06, 7.68e-06, 0.00e+00, 2.37e-09, 4.67e-06, 1.49e-09, 2.95e-10, 4.54e-10, 1.91e-13, 4.03e-06, 8.04e-07, 1.23e-06, 5.14e-10] [6.49e-06, 7.00e-07, 2.87e-06, 1.93e-08, 5.76e-07, 9.63e-06, 1.85e-06, 5.66e-06, 5.13e-06, 7.68e-06, 0.00e+00, 2.37e-09, 4.67e-06, 1.49e-09, 2.95e-10, 4.54e-10, 1.91e-13, 4.03e-06, 8.04e-07, 1.23e-06, 5.14e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.800180 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
344000 [6.49e-06, 7.00e-07, 2.87e-06, 1.93e-08, 5.76e-07, 9.63e-06, 1.85e-06, 5.66e-06, 5.13e-06, 7.68e-06, 0.00e+00, 2.37e-09, 4.67e-06, 1.49e-09, 2.95e-10, 4.54e-10, 1.91e-13, 4.03e-06, 8.04e-07, 1.23e-06, 5.14e-10] [6.49e-06, 7.00e-07, 2.87e-06, 1.93e-08, 5.76e-07, 9.63e-06, 1.85e-06, 5.66e-06, 5.13e-06, 7.68e-06, 0.00e+00, 2.37e-09, 4.67e-06, 1.49e-09, 2.95e-10, 4.54e-10, 1.91e-13, 4.03e-06, 8.04e-07, 1.23e-06, 5.14e-10] []
346000 [6.64e-06, 7.37e-07, 2.89e-06, 2.67e-09, 6.29e-08, 7.29e-06, 2.48e-06, 4.26e-06, 1.24e-07, 1.34e-06, 0.00e+00, 4.21e-08, 8.64e-08, 1.16e-09, 2.24e-10, 3.52e-10, 6.80e-14, 4.35e-06, 8.45e-07, 1.32e-06, 2.39e-10] [6.64e-06, 7.37e-07, 2.89e-06, 2.67e-09, 6.29e-08, 7.29e-06, 2.48e-06, 4.26e-06, 1.24e-07, 1.34e-06, 0.00e+00, 4.21e-08, 8.64e-08, 1.16e-09, 2.24e-10, 3.52e-10, 6.80e-14, 4.35e-06, 8.45e-07, 1.32e-06, 2.39e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.766461 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
346000 [6.64e-06, 7.37e-07, 2.89e-06, 2.67e-09, 6.29e-08, 7.29e-06, 2.48e-06, 4.26e-06, 1.24e-07, 1.34e-06, 0.00e+00, 4.21e-08, 8.64e-08, 1.16e-09, 2.24e-10, 3.52e-10, 6.80e-14, 4.35e-06, 8.45e-07, 1.32e-06, 2.39e-10] [6.64e-06, 7.37e-07, 2.89e-06, 2.67e-09, 6.29e-08, 7.29e-06, 2.48e-06, 4.26e-06, 1.24e-07, 1.34e-06, 0.00e+00, 4.21e-08, 8.64e-08, 1.16e-09, 2.24e-10, 3.52e-10, 6.80e-14, 4.35e-06, 8.45e-07, 1.32e-06, 2.39e-10] []
348000 [5.39e-06, 5.40e-07, 2.47e-06, 5.86e-09, 3.98e-10, 4.92e-06, 1.55e-06, 3.99e-06, 2.34e-08, 3.20e-08, 0.00e+00, 2.97e-08, 1.69e-08, 7.95e-13, 1.37e-13, 2.43e-13, 1.56e-16, 5.70e-06, 1.11e-06, 1.72e-06, 3.89e-10] [5.39e-06, 5.40e-07, 2.47e-06, 5.86e-09, 3.98e-10, 4.92e-06, 1.55e-06, 3.99e-06, 2.34e-08, 3.20e-08, 0.00e+00, 2.97e-08, 1.69e-08, 7.95e-13, 1.37e-13, 2.43e-13, 1.56e-16, 5.70e-06, 1.11e-06, 1.72e-06, 3.89e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.087533 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
348000 [5.39e-06, 5.40e-07, 2.47e-06, 5.86e-09, 3.98e-10, 4.92e-06, 1.55e-06, 3.99e-06, 2.34e-08, 3.20e-08, 0.00e+00, 2.97e-08, 1.69e-08, 7.95e-13, 1.37e-13, 2.43e-13, 1.56e-16, 5.70e-06, 1.11e-06, 1.72e-06, 3.89e-10] [5.39e-06, 5.40e-07, 2.47e-06, 5.86e-09, 3.98e-10, 4.92e-06, 1.55e-06, 3.99e-06, 2.34e-08, 3.20e-08, 0.00e+00, 2.97e-08, 1.69e-08, 7.95e-13, 1.37e-13, 2.43e-13, 1.56e-16, 5.70e-06, 1.11e-06, 1.72e-06, 3.89e-10] []
350000 [2.58e-05, 6.38e-06, 5.43e-06, 3.28e-07, 2.00e-04, 1.43e-04, 2.25e-04, 2.20e-04, 2.64e-04, 3.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-08, 9.30e-09, 1.44e-08, 3.87e-12, 6.44e-06, 1.25e-06, 1.93e-06, 5.19e-10] [2.58e-05, 6.38e-06, 5.43e-06, 3.28e-07, 2.00e-04, 1.43e-04, 2.25e-04, 2.20e-04, 2.64e-04, 3.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-08, 9.30e-09, 1.44e-08, 3.87e-12, 6.44e-06, 1.25e-06, 1.93e-06, 5.19e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.963021 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
350000 [2.58e-05, 6.38e-06, 5.43e-06, 3.28e-07, 2.00e-04, 1.43e-04, 2.25e-04, 2.20e-04, 2.64e-04, 3.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-08, 9.30e-09, 1.44e-08, 3.87e-12, 6.44e-06, 1.25e-06, 1.93e-06, 5.19e-10] [2.58e-05, 6.38e-06, 5.43e-06, 3.28e-07, 2.00e-04, 1.43e-04, 2.25e-04, 2.20e-04, 2.64e-04, 3.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-08, 9.30e-09, 1.44e-08, 3.87e-12, 6.44e-06, 1.25e-06, 1.93e-06, 5.19e-10] []
352000 [8.40e-06, 1.33e-06, 3.55e-06, 1.33e-08, 1.03e-05, 4.02e-05, 7.85e-06, 2.91e-05, 8.75e-06, 3.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.60e-09, 7.42e-10, 1.11e-09, 8.55e-13, 6.92e-07, 1.42e-07, 2.14e-07, 1.63e-10] [8.40e-06, 1.33e-06, 3.55e-06, 1.33e-08, 1.03e-05, 4.02e-05, 7.85e-06, 2.91e-05, 8.75e-06, 3.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.60e-09, 7.42e-10, 1.11e-09, 8.55e-13, 6.92e-07, 1.42e-07, 2.14e-07, 1.63e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.118564 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
352000 [8.40e-06, 1.33e-06, 3.55e-06, 1.33e-08, 1.03e-05, 4.02e-05, 7.85e-06, 2.91e-05, 8.75e-06, 3.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.60e-09, 7.42e-10, 1.11e-09, 8.55e-13, 6.92e-07, 1.42e-07, 2.14e-07, 1.63e-10] [8.40e-06, 1.33e-06, 3.55e-06, 1.33e-08, 1.03e-05, 4.02e-05, 7.85e-06, 2.91e-05, 8.75e-06, 3.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.60e-09, 7.42e-10, 1.11e-09, 8.55e-13, 6.92e-07, 1.42e-07, 2.14e-07, 1.63e-10] []
354000 [5.11e-06, 4.92e-07, 2.38e-06, 5.61e-09, 1.31e-07, 4.77e-06, 1.32e-06, 4.08e-06, 5.18e-08, 9.48e-07, 0.00e+00, 6.84e-08, 4.00e-08, 3.19e-11, 6.24e-12, 9.64e-12, 3.19e-15, 6.06e-06, 1.18e-06, 1.83e-06, 4.38e-10] [5.11e-06, 4.92e-07, 2.38e-06, 5.61e-09, 1.31e-07, 4.77e-06, 1.32e-06, 4.08e-06, 5.18e-08, 9.48e-07, 0.00e+00, 6.84e-08, 4.00e-08, 3.19e-11, 6.24e-12, 9.64e-12, 3.19e-15, 6.06e-06, 1.18e-06, 1.83e-06, 4.38e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.156097 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
354000 [5.11e-06, 4.92e-07, 2.38e-06, 5.61e-09, 1.31e-07, 4.77e-06, 1.32e-06, 4.08e-06, 5.18e-08, 9.48e-07, 0.00e+00, 6.84e-08, 4.00e-08, 3.19e-11, 6.24e-12, 9.64e-12, 3.19e-15, 6.06e-06, 1.18e-06, 1.83e-06, 4.38e-10] [5.11e-06, 4.92e-07, 2.38e-06, 5.61e-09, 1.31e-07, 4.77e-06, 1.32e-06, 4.08e-06, 5.18e-08, 9.48e-07, 0.00e+00, 6.84e-08, 4.00e-08, 3.19e-11, 6.24e-12, 9.64e-12, 3.19e-15, 6.06e-06, 1.18e-06, 1.83e-06, 4.38e-10] []
356000 [6.90e-06, 1.14e-06, 3.02e-06, 1.76e-07, 4.89e-06, 1.89e-05, 3.63e-06, 1.00e-05, 5.99e-06, 4.61e-05, 8.54e-08, 3.63e-07, 5.42e-06, 3.06e-10, 6.21e-11, 9.40e-11, 2.92e-14, 2.56e-06, 5.19e-07, 7.86e-07, 2.23e-10] [6.90e-06, 1.14e-06, 3.02e-06, 1.76e-07, 4.89e-06, 1.89e-05, 3.63e-06, 1.00e-05, 5.99e-06, 4.61e-05, 8.54e-08, 3.63e-07, 5.42e-06, 3.06e-10, 6.21e-11, 9.40e-11, 2.92e-14, 2.56e-06, 5.19e-07, 7.86e-07, 2.23e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.001918 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
356000 [6.90e-06, 1.14e-06, 3.02e-06, 1.76e-07, 4.89e-06, 1.89e-05, 3.63e-06, 1.00e-05, 5.99e-06, 4.61e-05, 8.54e-08, 3.63e-07, 5.42e-06, 3.06e-10, 6.21e-11, 9.40e-11, 2.92e-14, 2.56e-06, 5.19e-07, 7.86e-07, 2.23e-10] [6.90e-06, 1.14e-06, 3.02e-06, 1.76e-07, 4.89e-06, 1.89e-05, 3.63e-06, 1.00e-05, 5.99e-06, 4.61e-05, 8.54e-08, 3.63e-07, 5.42e-06, 3.06e-10, 6.21e-11, 9.40e-11, 2.92e-14, 2.56e-06, 5.19e-07, 7.86e-07, 2.23e-10] []
358000 [8.30e-06, 1.41e-06, 2.58e-06, 3.17e-07, 3.39e-05, 1.03e-04, 6.09e-05, 9.57e-05, 3.58e-05, 6.10e-04, 1.22e-05, 2.05e-05, 3.36e-05, 7.86e-08, 1.28e-08, 2.02e-08, 4.37e-11, 3.11e-07, 5.04e-08, 7.97e-08, 1.73e-10] [8.30e-06, 1.41e-06, 2.58e-06, 3.17e-07, 3.39e-05, 1.03e-04, 6.09e-05, 9.57e-05, 3.58e-05, 6.10e-04, 1.22e-05, 2.05e-05, 3.36e-05, 7.86e-08, 1.28e-08, 2.02e-08, 4.37e-11, 3.11e-07, 5.04e-08, 7.97e-08, 1.73e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.674150 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
358000 [8.30e-06, 1.41e-06, 2.58e-06, 3.17e-07, 3.39e-05, 1.03e-04, 6.09e-05, 9.57e-05, 3.58e-05, 6.10e-04, 1.22e-05, 2.05e-05, 3.36e-05, 7.86e-08, 1.28e-08, 2.02e-08, 4.37e-11, 3.11e-07, 5.04e-08, 7.97e-08, 1.73e-10] [8.30e-06, 1.41e-06, 2.58e-06, 3.17e-07, 3.39e-05, 1.03e-04, 6.09e-05, 9.57e-05, 3.58e-05, 6.10e-04, 1.22e-05, 2.05e-05, 3.36e-05, 7.86e-08, 1.28e-08, 2.02e-08, 4.37e-11, 3.11e-07, 5.04e-08, 7.97e-08, 1.73e-10] []
360000 [4.89e-06, 4.71e-07, 2.29e-06, 5.46e-09, 2.74e-08, 4.18e-06, 1.32e-06, 3.87e-06, 4.77e-09, 1.04e-07, 0.00e+00, 4.19e-08, 0.00e+00, 3.78e-10, 7.37e-11, 1.14e-10, 3.24e-14, 6.34e-06, 1.23e-06, 1.91e-06, 4.78e-10] [4.89e-06, 4.71e-07, 2.29e-06, 5.46e-09, 2.74e-08, 4.18e-06, 1.32e-06, 3.87e-06, 4.77e-09, 1.04e-07, 0.00e+00, 4.19e-08, 0.00e+00, 3.78e-10, 7.37e-11, 1.14e-10, 3.24e-14, 6.34e-06, 1.23e-06, 1.91e-06, 4.78e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.953188 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
360000 [4.89e-06, 4.71e-07, 2.29e-06, 5.46e-09, 2.74e-08, 4.18e-06, 1.32e-06, 3.87e-06, 4.77e-09, 1.04e-07, 0.00e+00, 4.19e-08, 0.00e+00, 3.78e-10, 7.37e-11, 1.14e-10, 3.24e-14, 6.34e-06, 1.23e-06, 1.91e-06, 4.78e-10] [4.89e-06, 4.71e-07, 2.29e-06, 5.46e-09, 2.74e-08, 4.18e-06, 1.32e-06, 3.87e-06, 4.77e-09, 1.04e-07, 0.00e+00, 4.19e-08, 0.00e+00, 3.78e-10, 7.37e-11, 1.14e-10, 3.24e-14, 6.34e-06, 1.23e-06, 1.91e-06, 4.78e-10] []
362000 [5.01e-06, 5.01e-07, 2.31e-06, 5.38e-09, 6.16e-08, 5.21e-06, 1.88e-06, 3.75e-06, 1.12e-09, 6.92e-09, 1.45e-11, 1.24e-07, 4.22e-10, 1.16e-10, 2.26e-11, 3.50e-11, 5.44e-15, 6.33e-06, 1.23e-06, 1.91e-06, 4.47e-10] [5.01e-06, 5.01e-07, 2.31e-06, 5.38e-09, 6.16e-08, 5.21e-06, 1.88e-06, 3.75e-06, 1.12e-09, 6.92e-09, 1.45e-11, 1.24e-07, 4.22e-10, 1.16e-10, 2.26e-11, 3.50e-11, 5.44e-15, 6.33e-06, 1.23e-06, 1.91e-06, 4.47e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.770177 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
362000 [5.01e-06, 5.01e-07, 2.31e-06, 5.38e-09, 6.16e-08, 5.21e-06, 1.88e-06, 3.75e-06, 1.12e-09, 6.92e-09, 1.45e-11, 1.24e-07, 4.22e-10, 1.16e-10, 2.26e-11, 3.50e-11, 5.44e-15, 6.33e-06, 1.23e-06, 1.91e-06, 4.47e-10] [5.01e-06, 5.01e-07, 2.31e-06, 5.38e-09, 6.16e-08, 5.21e-06, 1.88e-06, 3.75e-06, 1.12e-09, 6.92e-09, 1.45e-11, 1.24e-07, 4.22e-10, 1.16e-10, 2.26e-11, 3.50e-11, 5.44e-15, 6.33e-06, 1.23e-06, 1.91e-06, 4.47e-10] []
364000 [2.17e-05, 2.22e-06, 6.56e-06, 3.37e-06, 1.48e-04, 4.42e-05, 2.28e-04, 2.77e-04, 1.77e-04, 2.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-07, 6.24e-08, 9.60e-08, 9.85e-11, 1.04e-06, 1.98e-07, 3.04e-07, 3.10e-10] [2.17e-05, 2.22e-06, 6.56e-06, 3.37e-06, 1.48e-04, 4.42e-05, 2.28e-04, 2.77e-04, 1.77e-04, 2.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-07, 6.24e-08, 9.60e-08, 9.85e-11, 1.04e-06, 1.98e-07, 3.04e-07, 3.10e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.189236 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
364000 [2.17e-05, 2.22e-06, 6.56e-06, 3.37e-06, 1.48e-04, 4.42e-05, 2.28e-04, 2.77e-04, 1.77e-04, 2.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-07, 6.24e-08, 9.60e-08, 9.85e-11, 1.04e-06, 1.98e-07, 3.04e-07, 3.10e-10] [2.17e-05, 2.22e-06, 6.56e-06, 3.37e-06, 1.48e-04, 4.42e-05, 2.28e-04, 2.77e-04, 1.77e-04, 2.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-07, 6.24e-08, 9.60e-08, 9.85e-11, 1.04e-06, 1.98e-07, 3.04e-07, 3.10e-10] []
366000 [5.82e-06, 6.13e-07, 2.60e-06, 1.00e-08, 1.00e-06, 6.11e-06, 1.97e-06, 3.83e-06, 7.43e-08, 8.09e-07, 0.00e+00, 2.34e-08, 0.00e+00, 8.34e-12, 1.63e-12, 2.49e-12, 2.82e-15, 5.22e-06, 1.01e-06, 1.57e-06, 3.45e-10] [5.82e-06, 6.13e-07, 2.60e-06, 1.00e-08, 1.00e-06, 6.11e-06, 1.97e-06, 3.83e-06, 7.43e-08, 8.09e-07, 0.00e+00, 2.34e-08, 0.00e+00, 8.34e-12, 1.63e-12, 2.49e-12, 2.82e-15, 5.22e-06, 1.01e-06, 1.57e-06, 3.45e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.904081 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
366000 [5.82e-06, 6.13e-07, 2.60e-06, 1.00e-08, 1.00e-06, 6.11e-06, 1.97e-06, 3.83e-06, 7.43e-08, 8.09e-07, 0.00e+00, 2.34e-08, 0.00e+00, 8.34e-12, 1.63e-12, 2.49e-12, 2.82e-15, 5.22e-06, 1.01e-06, 1.57e-06, 3.45e-10] [5.82e-06, 6.13e-07, 2.60e-06, 1.00e-08, 1.00e-06, 6.11e-06, 1.97e-06, 3.83e-06, 7.43e-08, 8.09e-07, 0.00e+00, 2.34e-08, 0.00e+00, 8.34e-12, 1.63e-12, 2.49e-12, 2.82e-15, 5.22e-06, 1.01e-06, 1.57e-06, 3.45e-10] []
368000 [5.35e-06, 5.34e-07, 2.46e-06, 5.87e-09, 6.41e-12, 4.86e-06, 1.53e-06, 3.99e-06, 1.60e-09, 2.14e-09, 0.00e+00, 2.59e-08, 4.55e-10, 4.16e-12, 8.17e-13, 1.24e-12, 3.09e-15, 5.72e-06, 1.11e-06, 1.73e-06, 4.20e-10] [5.35e-06, 5.34e-07, 2.46e-06, 5.87e-09, 6.41e-12, 4.86e-06, 1.53e-06, 3.99e-06, 1.60e-09, 2.14e-09, 0.00e+00, 2.59e-08, 4.55e-10, 4.16e-12, 8.17e-13, 1.24e-12, 3.09e-15, 5.72e-06, 1.11e-06, 1.73e-06, 4.20e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.071054 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
368000 [5.35e-06, 5.34e-07, 2.46e-06, 5.87e-09, 6.41e-12, 4.86e-06, 1.53e-06, 3.99e-06, 1.60e-09, 2.14e-09, 0.00e+00, 2.59e-08, 4.55e-10, 4.16e-12, 8.17e-13, 1.24e-12, 3.09e-15, 5.72e-06, 1.11e-06, 1.73e-06, 4.20e-10] [5.35e-06, 5.34e-07, 2.46e-06, 5.87e-09, 6.41e-12, 4.86e-06, 1.53e-06, 3.99e-06, 1.60e-09, 2.14e-09, 0.00e+00, 2.59e-08, 4.55e-10, 4.16e-12, 8.17e-13, 1.24e-12, 3.09e-15, 5.72e-06, 1.11e-06, 1.73e-06, 4.20e-10] []
370000 [5.19e-06, 5.12e-07, 2.40e-06, 5.87e-09, 1.82e-07, 5.47e-06, 1.12e-06, 4.44e-06, 2.84e-08, 3.85e-07, 0.00e+00, 3.37e-08, 2.27e-08, 6.40e-09, 1.25e-09, 1.93e-09, 5.19e-13, 5.53e-06, 1.08e-06, 1.66e-06, 4.22e-10] [5.19e-06, 5.12e-07, 2.40e-06, 5.87e-09, 1.82e-07, 5.47e-06, 1.12e-06, 4.44e-06, 2.84e-08, 3.85e-07, 0.00e+00, 3.37e-08, 2.27e-08, 6.40e-09, 1.25e-09, 1.93e-09, 5.19e-13, 5.53e-06, 1.08e-06, 1.66e-06, 4.22e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.935281 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
370000 [5.19e-06, 5.12e-07, 2.40e-06, 5.87e-09, 1.82e-07, 5.47e-06, 1.12e-06, 4.44e-06, 2.84e-08, 3.85e-07, 0.00e+00, 3.37e-08, 2.27e-08, 6.40e-09, 1.25e-09, 1.93e-09, 5.19e-13, 5.53e-06, 1.08e-06, 1.66e-06, 4.22e-10] [5.19e-06, 5.12e-07, 2.40e-06, 5.87e-09, 1.82e-07, 5.47e-06, 1.12e-06, 4.44e-06, 2.84e-08, 3.85e-07, 0.00e+00, 3.37e-08, 2.27e-08, 6.40e-09, 1.25e-09, 1.93e-09, 5.19e-13, 5.53e-06, 1.08e-06, 1.66e-06, 4.22e-10] []
372000 [7.70e-06, 1.38e-06, 3.36e-06, 2.51e-08, 2.12e-06, 1.46e-05, 1.65e-06, 1.04e-05, 3.71e-07, 1.06e-05, 9.82e-11, 0.00e+00, 5.07e-08, 1.75e-11, 3.83e-12, 5.60e-12, 5.85e-15, 1.59e-06, 3.50e-07, 5.09e-07, 9.43e-10] [7.70e-06, 1.38e-06, 3.36e-06, 2.51e-08, 2.12e-06, 1.46e-05, 1.65e-06, 1.04e-05, 3.71e-07, 1.06e-05, 9.82e-11, 0.00e+00, 5.07e-08, 1.75e-11, 3.83e-12, 5.60e-12, 5.85e-15, 1.59e-06, 3.50e-07, 5.09e-07, 9.43e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.092208 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
372000 [7.70e-06, 1.38e-06, 3.36e-06, 2.51e-08, 2.12e-06, 1.46e-05, 1.65e-06, 1.04e-05, 3.71e-07, 1.06e-05, 9.82e-11, 0.00e+00, 5.07e-08, 1.75e-11, 3.83e-12, 5.60e-12, 5.85e-15, 1.59e-06, 3.50e-07, 5.09e-07, 9.43e-10] [7.70e-06, 1.38e-06, 3.36e-06, 2.51e-08, 2.12e-06, 1.46e-05, 1.65e-06, 1.04e-05, 3.71e-07, 1.06e-05, 9.82e-11, 0.00e+00, 5.07e-08, 1.75e-11, 3.83e-12, 5.60e-12, 5.85e-15, 1.59e-06, 3.50e-07, 5.09e-07, 9.43e-10] []
374000 [1.31e-05, 2.93e-06, 2.66e-06, 5.77e-07, 1.05e-05, 7.34e-05, 6.95e-05, 9.61e-05, 7.73e-05, 8.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-07, 3.31e-08, 5.17e-08, 2.38e-10, 3.61e-07, 5.88e-08, 9.18e-08, 4.21e-10] [1.31e-05, 2.93e-06, 2.66e-06, 5.77e-07, 1.05e-05, 7.34e-05, 6.95e-05, 9.61e-05, 7.73e-05, 8.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-07, 3.31e-08, 5.17e-08, 2.38e-10, 3.61e-07, 5.88e-08, 9.18e-08, 4.21e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.672845 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
374000 [1.31e-05, 2.93e-06, 2.66e-06, 5.77e-07, 1.05e-05, 7.34e-05, 6.95e-05, 9.61e-05, 7.73e-05, 8.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-07, 3.31e-08, 5.17e-08, 2.38e-10, 3.61e-07, 5.88e-08, 9.18e-08, 4.21e-10] [1.31e-05, 2.93e-06, 2.66e-06, 5.77e-07, 1.05e-05, 7.34e-05, 6.95e-05, 9.61e-05, 7.73e-05, 8.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-07, 3.31e-08, 5.17e-08, 2.38e-10, 3.61e-07, 5.88e-08, 9.18e-08, 4.21e-10] []
376000 [5.61e-06, 5.78e-07, 2.54e-06, 5.91e-09, 7.82e-10, 4.87e-06, 1.60e-06, 3.88e-06, 2.21e-09, 3.27e-08, 0.00e+00, 5.09e-08, 1.11e-09, 2.33e-09, 4.54e-10, 7.05e-10, 1.54e-13, 5.30e-06, 1.03e-06, 1.60e-06, 3.90e-10] [5.61e-06, 5.78e-07, 2.54e-06, 5.91e-09, 7.82e-10, 4.87e-06, 1.60e-06, 3.88e-06, 2.21e-09, 3.27e-08, 0.00e+00, 5.09e-08, 1.11e-09, 2.33e-09, 4.54e-10, 7.05e-10, 1.54e-13, 5.30e-06, 1.03e-06, 1.60e-06, 3.90e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.762642 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
376000 [5.61e-06, 5.78e-07, 2.54e-06, 5.91e-09, 7.82e-10, 4.87e-06, 1.60e-06, 3.88e-06, 2.21e-09, 3.27e-08, 0.00e+00, 5.09e-08, 1.11e-09, 2.33e-09, 4.54e-10, 7.05e-10, 1.54e-13, 5.30e-06, 1.03e-06, 1.60e-06, 3.90e-10] [5.61e-06, 5.78e-07, 2.54e-06, 5.91e-09, 7.82e-10, 4.87e-06, 1.60e-06, 3.88e-06, 2.21e-09, 3.27e-08, 0.00e+00, 5.09e-08, 1.11e-09, 2.33e-09, 4.54e-10, 7.05e-10, 1.54e-13, 5.30e-06, 1.03e-06, 1.60e-06, 3.90e-10] []
378000 [5.50e-06, 5.55e-07, 2.51e-06, 6.69e-09, 2.35e-08, 5.13e-06, 1.60e-06, 4.01e-06, 7.16e-09, 1.43e-08, 0.00e+00, 8.70e-09, 0.00e+00, 8.11e-10, 1.58e-10, 2.45e-10, 3.98e-14, 5.51e-06, 1.07e-06, 1.67e-06, 3.28e-10] [5.50e-06, 5.55e-07, 2.51e-06, 6.69e-09, 2.35e-08, 5.13e-06, 1.60e-06, 4.01e-06, 7.16e-09, 1.43e-08, 0.00e+00, 8.70e-09, 0.00e+00, 8.11e-10, 1.58e-10, 2.45e-10, 3.98e-14, 5.51e-06, 1.07e-06, 1.67e-06, 3.28e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.975331 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
378000 [5.50e-06, 5.55e-07, 2.51e-06, 6.69e-09, 2.35e-08, 5.13e-06, 1.60e-06, 4.01e-06, 7.16e-09, 1.43e-08, 0.00e+00, 8.70e-09, 0.00e+00, 8.11e-10, 1.58e-10, 2.45e-10, 3.98e-14, 5.51e-06, 1.07e-06, 1.67e-06, 3.28e-10] [5.50e-06, 5.55e-07, 2.51e-06, 6.69e-09, 2.35e-08, 5.13e-06, 1.60e-06, 4.01e-06, 7.16e-09, 1.43e-08, 0.00e+00, 8.70e-09, 0.00e+00, 8.11e-10, 1.58e-10, 2.45e-10, 3.98e-14, 5.51e-06, 1.07e-06, 1.67e-06, 3.28e-10] []
380000 [1.76e-05, 2.64e-06, 4.98e-06, 6.94e-06, 2.50e-05, 1.12e-04, 4.19e-04, 5.38e-04, 2.62e-04, 2.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 5.69e-07, 1.51e-07, 2.23e-07, 3.85e-09, 1.81e-07, 4.81e-08, 7.09e-08, 1.22e-09] [1.76e-05, 2.64e-06, 4.98e-06, 6.94e-06, 2.50e-05, 1.12e-04, 4.19e-04, 5.38e-04, 2.62e-04, 2.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 5.69e-07, 1.51e-07, 2.23e-07, 3.85e-09, 1.81e-07, 4.81e-08, 7.09e-08, 1.22e-09] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.200955 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
380000 [1.76e-05, 2.64e-06, 4.98e-06, 6.94e-06, 2.50e-05, 1.12e-04, 4.19e-04, 5.38e-04, 2.62e-04, 2.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 5.69e-07, 1.51e-07, 2.23e-07, 3.85e-09, 1.81e-07, 4.81e-08, 7.09e-08, 1.22e-09] [1.76e-05, 2.64e-06, 4.98e-06, 6.94e-06, 2.50e-05, 1.12e-04, 4.19e-04, 5.38e-04, 2.62e-04, 2.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 5.69e-07, 1.51e-07, 2.23e-07, 3.85e-09, 1.81e-07, 4.81e-08, 7.09e-08, 1.22e-09] []
382000 [5.86e-06, 6.03e-07, 2.69e-06, 3.02e-08, 1.08e-06, 5.77e-06, 2.52e-06, 5.44e-06, 4.08e-06, 2.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.50e-10, 1.67e-10, 2.61e-10, 9.94e-14, 5.47e-06, 1.08e-06, 1.68e-06, 6.95e-10] [5.86e-06, 6.03e-07, 2.69e-06, 3.02e-08, 1.08e-06, 5.77e-06, 2.52e-06, 5.44e-06, 4.08e-06, 2.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.50e-10, 1.67e-10, 2.61e-10, 9.94e-14, 5.47e-06, 1.08e-06, 1.68e-06, 6.95e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.504066 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
382000 [5.86e-06, 6.03e-07, 2.69e-06, 3.02e-08, 1.08e-06, 5.77e-06, 2.52e-06, 5.44e-06, 4.08e-06, 2.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.50e-10, 1.67e-10, 2.61e-10, 9.94e-14, 5.47e-06, 1.08e-06, 1.68e-06, 6.95e-10] [5.86e-06, 6.03e-07, 2.69e-06, 3.02e-08, 1.08e-06, 5.77e-06, 2.52e-06, 5.44e-06, 4.08e-06, 2.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.50e-10, 1.67e-10, 2.61e-10, 9.94e-14, 5.47e-06, 1.08e-06, 1.68e-06, 6.95e-10] []
384000 [5.59e-06, 5.85e-07, 2.53e-06, 1.83e-09, 5.01e-07, 5.49e-06, 1.78e-06, 4.11e-06, 3.34e-07, 3.84e-06, 0.00e+00, 2.04e-07, 2.49e-07, 1.48e-09, 2.88e-10, 4.47e-10, 6.50e-14, 5.34e-06, 1.04e-06, 1.62e-06, 2.74e-10] [5.59e-06, 5.85e-07, 2.53e-06, 1.83e-09, 5.01e-07, 5.49e-06, 1.78e-06, 4.11e-06, 3.34e-07, 3.84e-06, 0.00e+00, 2.04e-07, 2.49e-07, 1.48e-09, 2.88e-10, 4.47e-10, 6.50e-14, 5.34e-06, 1.04e-06, 1.62e-06, 2.74e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.977627 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
384000 [5.59e-06, 5.85e-07, 2.53e-06, 1.83e-09, 5.01e-07, 5.49e-06, 1.78e-06, 4.11e-06, 3.34e-07, 3.84e-06, 0.00e+00, 2.04e-07, 2.49e-07, 1.48e-09, 2.88e-10, 4.47e-10, 6.50e-14, 5.34e-06, 1.04e-06, 1.62e-06, 2.74e-10] [5.59e-06, 5.85e-07, 2.53e-06, 1.83e-09, 5.01e-07, 5.49e-06, 1.78e-06, 4.11e-06, 3.34e-07, 3.84e-06, 0.00e+00, 2.04e-07, 2.49e-07, 1.48e-09, 2.88e-10, 4.47e-10, 6.50e-14, 5.34e-06, 1.04e-06, 1.62e-06, 2.74e-10] []
386000 [5.09e-06, 4.99e-07, 2.36e-06, 5.56e-09, 1.55e-08, 4.20e-06, 1.27e-06, 3.89e-06, 1.52e-08, 1.69e-07, 0.00e+00, 7.30e-08, 1.16e-08, 7.58e-11, 1.48e-11, 2.29e-11, 2.11e-15, 5.92e-06, 1.15e-06, 1.78e-06, 4.35e-10] [5.09e-06, 4.99e-07, 2.36e-06, 5.56e-09, 1.55e-08, 4.20e-06, 1.27e-06, 3.89e-06, 1.52e-08, 1.69e-07, 0.00e+00, 7.30e-08, 1.16e-08, 7.58e-11, 1.48e-11, 2.29e-11, 2.11e-15, 5.92e-06, 1.15e-06, 1.78e-06, 4.35e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.164036 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
386000 [5.09e-06, 4.99e-07, 2.36e-06, 5.56e-09, 1.55e-08, 4.20e-06, 1.27e-06, 3.89e-06, 1.52e-08, 1.69e-07, 0.00e+00, 7.30e-08, 1.16e-08, 7.58e-11, 1.48e-11, 2.29e-11, 2.11e-15, 5.92e-06, 1.15e-06, 1.78e-06, 4.35e-10] [5.09e-06, 4.99e-07, 2.36e-06, 5.56e-09, 1.55e-08, 4.20e-06, 1.27e-06, 3.89e-06, 1.52e-08, 1.69e-07, 0.00e+00, 7.30e-08, 1.16e-08, 7.58e-11, 1.48e-11, 2.29e-11, 2.11e-15, 5.92e-06, 1.15e-06, 1.78e-06, 4.35e-10] []
388000 [2.73e-05, 6.63e-06, 7.14e-06, 2.39e-07, 2.62e-04, 3.05e-04, 2.29e-04, 2.26e-04, 1.71e-04, 3.59e-03, 1.34e-04, 1.39e-04, 1.68e-04, 3.02e-08, 6.02e-09, 9.26e-09, 6.65e-12, 8.13e-06, 1.62e-06, 2.49e-06, 1.82e-09] [2.73e-05, 6.63e-06, 7.14e-06, 2.39e-07, 2.62e-04, 3.05e-04, 2.29e-04, 2.26e-04, 1.71e-04, 3.59e-03, 1.34e-04, 1.39e-04, 1.68e-04, 3.02e-08, 6.02e-09, 9.26e-09, 6.65e-12, 8.13e-06, 1.62e-06, 2.49e-06, 1.82e-09] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.684223 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
388000 [2.73e-05, 6.63e-06, 7.14e-06, 2.39e-07, 2.62e-04, 3.05e-04, 2.29e-04, 2.26e-04, 1.71e-04, 3.59e-03, 1.34e-04, 1.39e-04, 1.68e-04, 3.02e-08, 6.02e-09, 9.26e-09, 6.65e-12, 8.13e-06, 1.62e-06, 2.49e-06, 1.82e-09] [2.73e-05, 6.63e-06, 7.14e-06, 2.39e-07, 2.62e-04, 3.05e-04, 2.29e-04, 2.26e-04, 1.71e-04, 3.59e-03, 1.34e-04, 1.39e-04, 1.68e-04, 3.02e-08, 6.02e-09, 9.26e-09, 6.65e-12, 8.13e-06, 1.62e-06, 2.49e-06, 1.82e-09] []
390000 [5.22e-06, 5.19e-07, 2.41e-06, 5.28e-09, 2.19e-10, 4.32e-06, 1.40e-06, 3.84e-06, 2.01e-09, 1.62e-09, 0.00e+00, 3.84e-08, 1.06e-09, 2.53e-12, 4.94e-13, 7.59e-13, 5.33e-16, 5.80e-06, 1.13e-06, 1.75e-06, 4.03e-10] [5.22e-06, 5.19e-07, 2.41e-06, 5.28e-09, 2.19e-10, 4.32e-06, 1.40e-06, 3.84e-06, 2.01e-09, 1.62e-09, 0.00e+00, 3.84e-08, 1.06e-09, 2.53e-12, 4.94e-13, 7.59e-13, 5.33e-16, 5.80e-06, 1.13e-06, 1.75e-06, 4.03e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.763296 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
390000 [5.22e-06, 5.19e-07, 2.41e-06, 5.28e-09, 2.19e-10, 4.32e-06, 1.40e-06, 3.84e-06, 2.01e-09, 1.62e-09, 0.00e+00, 3.84e-08, 1.06e-09, 2.53e-12, 4.94e-13, 7.59e-13, 5.33e-16, 5.80e-06, 1.13e-06, 1.75e-06, 4.03e-10] [5.22e-06, 5.19e-07, 2.41e-06, 5.28e-09, 2.19e-10, 4.32e-06, 1.40e-06, 3.84e-06, 2.01e-09, 1.62e-09, 0.00e+00, 3.84e-08, 1.06e-09, 2.53e-12, 4.94e-13, 7.59e-13, 5.33e-16, 5.80e-06, 1.13e-06, 1.75e-06, 4.03e-10] []
392000 [5.64e-06, 5.80e-07, 2.56e-06, 8.18e-09, 2.42e-09, 5.12e-06, 1.64e-06, 3.97e-06, 7.24e-09, 1.27e-08, 0.00e+00, 5.35e-08, 5.24e-09, 2.92e-09, 5.70e-10, 8.84e-10, 2.28e-13, 5.28e-06, 1.03e-06, 1.60e-06, 4.18e-10] [5.64e-06, 5.80e-07, 2.56e-06, 8.18e-09, 2.42e-09, 5.12e-06, 1.64e-06, 3.97e-06, 7.24e-09, 1.27e-08, 0.00e+00, 5.35e-08, 5.24e-09, 2.92e-09, 5.70e-10, 8.84e-10, 2.28e-13, 5.28e-06, 1.03e-06, 1.60e-06, 4.18e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.286439 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
392000 [5.64e-06, 5.80e-07, 2.56e-06, 8.18e-09, 2.42e-09, 5.12e-06, 1.64e-06, 3.97e-06, 7.24e-09, 1.27e-08, 0.00e+00, 5.35e-08, 5.24e-09, 2.92e-09, 5.70e-10, 8.84e-10, 2.28e-13, 5.28e-06, 1.03e-06, 1.60e-06, 4.18e-10] [5.64e-06, 5.80e-07, 2.56e-06, 8.18e-09, 2.42e-09, 5.12e-06, 1.64e-06, 3.97e-06, 7.24e-09, 1.27e-08, 0.00e+00, 5.35e-08, 5.24e-09, 2.92e-09, 5.70e-10, 8.84e-10, 2.28e-13, 5.28e-06, 1.03e-06, 1.60e-06, 4.18e-10] []
394000 [5.17e-06, 5.09e-07, 2.39e-06, 5.65e-09, 2.13e-08, 4.41e-06, 1.32e-06, 3.98e-06, 2.89e-09, 4.50e-09, 0.00e+00, 3.09e-08, 1.69e-09, 4.12e-10, 8.03e-11, 1.24e-10, 2.41e-14, 5.82e-06, 1.13e-06, 1.75e-06, 4.32e-10] [5.17e-06, 5.09e-07, 2.39e-06, 5.65e-09, 2.13e-08, 4.41e-06, 1.32e-06, 3.98e-06, 2.89e-09, 4.50e-09, 0.00e+00, 3.09e-08, 1.69e-09, 4.12e-10, 8.03e-11, 1.24e-10, 2.41e-14, 5.82e-06, 1.13e-06, 1.75e-06, 4.32e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.061304 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
394000 [5.17e-06, 5.09e-07, 2.39e-06, 5.65e-09, 2.13e-08, 4.41e-06, 1.32e-06, 3.98e-06, 2.89e-09, 4.50e-09, 0.00e+00, 3.09e-08, 1.69e-09, 4.12e-10, 8.03e-11, 1.24e-10, 2.41e-14, 5.82e-06, 1.13e-06, 1.75e-06, 4.32e-10] [5.17e-06, 5.09e-07, 2.39e-06, 5.65e-09, 2.13e-08, 4.41e-06, 1.32e-06, 3.98e-06, 2.89e-09, 4.50e-09, 0.00e+00, 3.09e-08, 1.69e-09, 4.12e-10, 8.03e-11, 1.24e-10, 2.41e-14, 5.82e-06, 1.13e-06, 1.75e-06, 4.32e-10] []
396000 [8.27e-06, 2.03e-06, 2.67e-06, 1.94e-08, 7.00e-06, 7.19e-05, 4.57e-05, 8.10e-05, 2.26e-05, 1.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-11, 9.33e-12, 1.44e-11, 1.52e-16, 2.87e-07, 5.35e-08, 8.22e-08, 4.14e-12] [8.27e-06, 2.03e-06, 2.67e-06, 1.94e-08, 7.00e-06, 7.19e-05, 4.57e-05, 8.10e-05, 2.26e-05, 1.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-11, 9.33e-12, 1.44e-11, 1.52e-16, 2.87e-07, 5.35e-08, 8.22e-08, 4.14e-12] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.022354 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
{'alpha': 0.15, 'beta': 0.07, 'gamma': 0.001}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
396000 [8.27e-06, 2.03e-06, 2.67e-06, 1.94e-08, 7.00e-06, 7.19e-05, 4.57e-05, 8.10e-05, 2.26e-05, 1.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-11, 9.33e-12, 1.44e-11, 1.52e-16, 2.87e-07, 5.35e-08, 8.22e-08, 4.14e-12] [8.27e-06, 2.03e-06, 2.67e-06, 1.94e-08, 7.00e-06, 7.19e-05, 4.57e-05, 8.10e-05, 2.26e-05, 1.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-11, 9.33e-12, 1.44e-11, 1.52e-16, 2.87e-07, 5.35e-08, 8.22e-08, 4.14e-12] []
398000 [5.32e-06, 5.30e-07, 2.45e-06, 5.82e-09, 8.80e-11, 4.76e-06, 1.51e-06, 3.96e-06, 2.66e-09, 1.10e-09, 0.00e+00, 3.18e-08, 1.44e-09, 1.92e-11, 3.75e-12, 5.79e-12, 2.84e-15, 5.73e-06, 1.11e-06, 1.73e-06, 4.23e-10] [5.32e-06, 5.30e-07, 2.45e-06, 5.82e-09, 8.80e-11, 4.76e-06, 1.51e-06, 3.96e-06, 2.66e-09, 1.10e-09, 0.00e+00, 3.18e-08, 1.44e-09, 1.92e-11, 3.75e-12, 5.79e-12, 2.84e-15, 5.73e-06, 1.11e-06, 1.73e-06, 4.23e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.163367 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
398000 [5.32e-06, 5.30e-07, 2.45e-06, 5.82e-09, 8.80e-11, 4.76e-06, 1.51e-06, 3.96e-06, 2.66e-09, 1.10e-09, 0.00e+00, 3.18e-08, 1.44e-09, 1.92e-11, 3.75e-12, 5.79e-12, 2.84e-15, 5.73e-06, 1.11e-06, 1.73e-06, 4.23e-10] [5.32e-06, 5.30e-07, 2.45e-06, 5.82e-09, 8.80e-11, 4.76e-06, 1.51e-06, 3.96e-06, 2.66e-09, 1.10e-09, 0.00e+00, 3.18e-08, 1.44e-09, 1.92e-11, 3.75e-12, 5.79e-12, 2.84e-15, 5.73e-06, 1.11e-06, 1.73e-06, 4.23e-10] []
400000 [6.48e-06, 7.59e-07, 2.47e-06, 6.45e-09, 9.33e-07, 1.85e-05, 7.47e-06, 1.16e-05, 2.20e-06, 1.18e-05, 3.49e-08, 8.38e-07, 1.87e-06, 6.12e-10, 1.16e-10, 1.82e-10, 2.74e-14, 6.13e-06, 1.16e-06, 1.83e-06, 3.48e-10] [6.48e-06, 7.59e-07, 2.47e-06, 6.45e-09, 9.33e-07, 1.85e-05, 7.47e-06, 1.16e-05, 2.20e-06, 1.18e-05, 3.49e-08, 8.38e-07, 1.87e-06, 6.12e-10, 1.16e-10, 1.82e-10, 2.74e-14, 6.13e-06, 1.16e-06, 1.83e-06, 3.48e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.454407 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
400000 [6.48e-06, 7.59e-07, 2.47e-06, 6.45e-09, 9.33e-07, 1.85e-05, 7.47e-06, 1.16e-05, 2.20e-06, 1.18e-05, 3.49e-08, 8.38e-07, 1.87e-06, 6.12e-10, 1.16e-10, 1.82e-10, 2.74e-14, 6.13e-06, 1.16e-06, 1.83e-06, 3.48e-10] [6.48e-06, 7.59e-07, 2.47e-06, 6.45e-09, 9.33e-07, 1.85e-05, 7.47e-06, 1.16e-05, 2.20e-06, 1.18e-05, 3.49e-08, 8.38e-07, 1.87e-06, 6.12e-10, 1.16e-10, 1.82e-10, 2.74e-14, 6.13e-06, 1.16e-06, 1.83e-06, 3.48e-10] []
402000 [5.19e-06, 5.13e-07, 2.39e-06, 5.68e-09, 1.02e-10, 4.54e-06, 1.41e-06, 3.96e-06, 2.18e-09, 7.16e-09, 0.00e+00, 4.87e-08, 1.01e-09, 2.57e-10, 5.02e-11, 7.76e-11, 2.33e-14, 5.86e-06, 1.14e-06, 1.77e-06, 4.37e-10] [5.19e-06, 5.13e-07, 2.39e-06, 5.68e-09, 1.02e-10, 4.54e-06, 1.41e-06, 3.96e-06, 2.18e-09, 7.16e-09, 0.00e+00, 4.87e-08, 1.01e-09, 2.57e-10, 5.02e-11, 7.76e-11, 2.33e-14, 5.86e-06, 1.14e-06, 1.77e-06, 4.37e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.897396 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
402000 [5.19e-06, 5.13e-07, 2.39e-06, 5.68e-09, 1.02e-10, 4.54e-06, 1.41e-06, 3.96e-06, 2.18e-09, 7.16e-09, 0.00e+00, 4.87e-08, 1.01e-09, 2.57e-10, 5.02e-11, 7.76e-11, 2.33e-14, 5.86e-06, 1.14e-06, 1.77e-06, 4.37e-10] [5.19e-06, 5.13e-07, 2.39e-06, 5.68e-09, 1.02e-10, 4.54e-06, 1.41e-06, 3.96e-06, 2.18e-09, 7.16e-09, 0.00e+00, 4.87e-08, 1.01e-09, 2.57e-10, 5.02e-11, 7.76e-11, 2.33e-14, 5.86e-06, 1.14e-06, 1.77e-06, 4.37e-10] []
404000 [5.37e-06, 5.39e-07, 2.46e-06, 5.92e-09, 1.71e-08, 4.90e-06, 1.62e-06, 3.91e-06, 9.53e-09, 6.70e-08, 0.00e+00, 2.71e-08, 0.00e+00, 3.67e-10, 7.18e-11, 1.11e-10, 3.57e-14, 5.70e-06, 1.11e-06, 1.72e-06, 4.19e-10] [5.37e-06, 5.39e-07, 2.46e-06, 5.92e-09, 1.71e-08, 4.90e-06, 1.62e-06, 3.91e-06, 9.53e-09, 6.70e-08, 0.00e+00, 2.71e-08, 0.00e+00, 3.67e-10, 7.18e-11, 1.11e-10, 3.57e-14, 5.70e-06, 1.11e-06, 1.72e-06, 4.19e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.974319 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
404000 [5.37e-06, 5.39e-07, 2.46e-06, 5.92e-09, 1.71e-08, 4.90e-06, 1.62e-06, 3.91e-06, 9.53e-09, 6.70e-08, 0.00e+00, 2.71e-08, 0.00e+00, 3.67e-10, 7.18e-11, 1.11e-10, 3.57e-14, 5.70e-06, 1.11e-06, 1.72e-06, 4.19e-10] [5.37e-06, 5.39e-07, 2.46e-06, 5.92e-09, 1.71e-08, 4.90e-06, 1.62e-06, 3.91e-06, 9.53e-09, 6.70e-08, 0.00e+00, 2.71e-08, 0.00e+00, 3.67e-10, 7.18e-11, 1.11e-10, 3.57e-14, 5.70e-06, 1.11e-06, 1.72e-06, 4.19e-10] []
406000 [5.11e-06, 5.09e-07, 2.36e-06, 6.15e-09, 4.15e-08, 4.26e-06, 1.34e-06, 3.93e-06, 3.83e-09, 5.48e-08, 0.00e+00, 3.91e-08, 0.00e+00, 7.14e-09, 1.39e-09, 2.15e-09, 5.91e-13, 5.83e-06, 1.14e-06, 1.76e-06, 4.56e-10] [5.11e-06, 5.09e-07, 2.36e-06, 6.15e-09, 4.15e-08, 4.26e-06, 1.34e-06, 3.93e-06, 3.83e-09, 5.48e-08, 0.00e+00, 3.91e-08, 0.00e+00, 7.14e-09, 1.39e-09, 2.15e-09, 5.91e-13, 5.83e-06, 1.14e-06, 1.76e-06, 4.56e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.894680 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
406000 [5.11e-06, 5.09e-07, 2.36e-06, 6.15e-09, 4.15e-08, 4.26e-06, 1.34e-06, 3.93e-06, 3.83e-09, 5.48e-08, 0.00e+00, 3.91e-08, 0.00e+00, 7.14e-09, 1.39e-09, 2.15e-09, 5.91e-13, 5.83e-06, 1.14e-06, 1.76e-06, 4.56e-10] [5.11e-06, 5.09e-07, 2.36e-06, 6.15e-09, 4.15e-08, 4.26e-06, 1.34e-06, 3.93e-06, 3.83e-09, 5.48e-08, 0.00e+00, 3.91e-08, 0.00e+00, 7.14e-09, 1.39e-09, 2.15e-09, 5.91e-13, 5.83e-06, 1.14e-06, 1.76e-06, 4.56e-10] []
408000 [5.24e-06, 5.22e-07, 2.41e-06, 5.90e-09, 3.58e-12, 4.30e-06, 1.39e-06, 3.85e-06, 9.15e-09, 3.12e-08, 0.00e+00, 6.03e-08, 6.61e-09, 1.88e-09, 3.66e-10, 5.67e-10, 1.23e-13, 5.72e-06, 1.11e-06, 1.72e-06, 4.04e-10] [5.24e-06, 5.22e-07, 2.41e-06, 5.90e-09, 3.58e-12, 4.30e-06, 1.39e-06, 3.85e-06, 9.15e-09, 3.12e-08, 0.00e+00, 6.03e-08, 6.61e-09, 1.88e-09, 3.66e-10, 5.67e-10, 1.23e-13, 5.72e-06, 1.11e-06, 1.72e-06, 4.04e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.975171 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
408000 [5.24e-06, 5.22e-07, 2.41e-06, 5.90e-09, 3.58e-12, 4.30e-06, 1.39e-06, 3.85e-06, 9.15e-09, 3.12e-08, 0.00e+00, 6.03e-08, 6.61e-09, 1.88e-09, 3.66e-10, 5.67e-10, 1.23e-13, 5.72e-06, 1.11e-06, 1.72e-06, 4.04e-10] [5.24e-06, 5.22e-07, 2.41e-06, 5.90e-09, 3.58e-12, 4.30e-06, 1.39e-06, 3.85e-06, 9.15e-09, 3.12e-08, 0.00e+00, 6.03e-08, 6.61e-09, 1.88e-09, 3.66e-10, 5.67e-10, 1.23e-13, 5.72e-06, 1.11e-06, 1.72e-06, 4.04e-10] []
410000 [6.25e-06, 8.73e-07, 2.21e-06, 1.32e-08, 4.38e-07, 2.85e-05, 1.34e-05, 1.92e-05, 1.20e-05, 4.41e-05, 9.22e-07, 2.45e-06, 1.10e-05, 7.37e-10, 1.43e-10, 2.17e-10, 9.83e-15, 6.11e-06, 1.19e-06, 1.81e-06, 7.45e-11] [6.25e-06, 8.73e-07, 2.21e-06, 1.32e-08, 4.38e-07, 2.85e-05, 1.34e-05, 1.92e-05, 1.20e-05, 4.41e-05, 9.22e-07, 2.45e-06, 1.10e-05, 7.37e-10, 1.43e-10, 2.17e-10, 9.83e-15, 6.11e-06, 1.19e-06, 1.81e-06, 7.45e-11] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.791585 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
410000 [6.25e-06, 8.73e-07, 2.21e-06, 1.32e-08, 4.38e-07, 2.85e-05, 1.34e-05, 1.92e-05, 1.20e-05, 4.41e-05, 9.22e-07, 2.45e-06, 1.10e-05, 7.37e-10, 1.43e-10, 2.17e-10, 9.83e-15, 6.11e-06, 1.19e-06, 1.81e-06, 7.45e-11] [6.25e-06, 8.73e-07, 2.21e-06, 1.32e-08, 4.38e-07, 2.85e-05, 1.34e-05, 1.92e-05, 1.20e-05, 4.41e-05, 9.22e-07, 2.45e-06, 1.10e-05, 7.37e-10, 1.43e-10, 2.17e-10, 9.83e-15, 6.11e-06, 1.19e-06, 1.81e-06, 7.45e-11] []
412000 [6.44e-06, 7.11e-07, 2.83e-06, 8.21e-09, 9.31e-11, 5.93e-06, 1.94e-06, 4.02e-06, 8.07e-09, 3.18e-08, 0.00e+00, 3.38e-08, 5.84e-09, 7.91e-09, 1.54e-09, 2.39e-09, 6.83e-13, 4.29e-06, 8.36e-07, 1.30e-06, 3.54e-10] [6.44e-06, 7.11e-07, 2.83e-06, 8.21e-09, 9.31e-11, 5.93e-06, 1.94e-06, 4.02e-06, 8.07e-09, 3.18e-08, 0.00e+00, 3.38e-08, 5.84e-09, 7.91e-09, 1.54e-09, 2.39e-09, 6.83e-13, 4.29e-06, 8.36e-07, 1.30e-06, 3.54e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.955005 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
412000 [6.44e-06, 7.11e-07, 2.83e-06, 8.21e-09, 9.31e-11, 5.93e-06, 1.94e-06, 4.02e-06, 8.07e-09, 3.18e-08, 0.00e+00, 3.38e-08, 5.84e-09, 7.91e-09, 1.54e-09, 2.39e-09, 6.83e-13, 4.29e-06, 8.36e-07, 1.30e-06, 3.54e-10] [6.44e-06, 7.11e-07, 2.83e-06, 8.21e-09, 9.31e-11, 5.93e-06, 1.94e-06, 4.02e-06, 8.07e-09, 3.18e-08, 0.00e+00, 3.38e-08, 5.84e-09, 7.91e-09, 1.54e-09, 2.39e-09, 6.83e-13, 4.29e-06, 8.36e-07, 1.30e-06, 3.54e-10] []
414000 [2.29e-05, 5.05e-06, 6.42e-06, 1.26e-06, 1.17e-06, 1.23e-04, 2.72e-04, 3.52e-04, 1.91e-05, 1.09e-03, 1.39e-04, 1.90e-04, 1.86e-05, 3.29e-09, 7.38e-10, 1.10e-09, 9.94e-12, 8.62e-06, 1.93e-06, 2.90e-06, 1.98e-08] [2.29e-05, 5.05e-06, 6.42e-06, 1.26e-06, 1.17e-06, 1.23e-04, 2.72e-04, 3.52e-04, 1.91e-05, 1.09e-03, 1.39e-04, 1.90e-04, 1.86e-05, 3.29e-09, 7.38e-10, 1.10e-09, 9.94e-12, 8.62e-06, 1.93e-06, 2.90e-06, 1.98e-08] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.609394 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
414000 [2.29e-05, 5.05e-06, 6.42e-06, 1.26e-06, 1.17e-06, 1.23e-04, 2.72e-04, 3.52e-04, 1.91e-05, 1.09e-03, 1.39e-04, 1.90e-04, 1.86e-05, 3.29e-09, 7.38e-10, 1.10e-09, 9.94e-12, 8.62e-06, 1.93e-06, 2.90e-06, 1.98e-08] [2.29e-05, 5.05e-06, 6.42e-06, 1.26e-06, 1.17e-06, 1.23e-04, 2.72e-04, 3.52e-04, 1.91e-05, 1.09e-03, 1.39e-04, 1.90e-04, 1.86e-05, 3.29e-09, 7.38e-10, 1.10e-09, 9.94e-12, 8.62e-06, 1.93e-06, 2.90e-06, 1.98e-08] []
416000 [5.04e-06, 4.95e-07, 2.34e-06, 5.90e-09, 4.47e-09, 4.07e-06, 1.31e-06, 3.84e-06, 1.92e-09, 3.77e-08, 0.00e+00, 4.10e-08, 0.00e+00, 1.68e-09, 3.26e-10, 5.06e-10, 2.93e-13, 5.99e-06, 1.17e-06, 1.81e-06, 4.57e-10] [5.04e-06, 4.95e-07, 2.34e-06, 5.90e-09, 4.47e-09, 4.07e-06, 1.31e-06, 3.84e-06, 1.92e-09, 3.77e-08, 0.00e+00, 4.10e-08, 0.00e+00, 1.68e-09, 3.26e-10, 5.06e-10, 2.93e-13, 5.99e-06, 1.17e-06, 1.81e-06, 4.57e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.876959 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
416000 [5.04e-06, 4.95e-07, 2.34e-06, 5.90e-09, 4.47e-09, 4.07e-06, 1.31e-06, 3.84e-06, 1.92e-09, 3.77e-08, 0.00e+00, 4.10e-08, 0.00e+00, 1.68e-09, 3.26e-10, 5.06e-10, 2.93e-13, 5.99e-06, 1.17e-06, 1.81e-06, 4.57e-10] [5.04e-06, 4.95e-07, 2.34e-06, 5.90e-09, 4.47e-09, 4.07e-06, 1.31e-06, 3.84e-06, 1.92e-09, 3.77e-08, 0.00e+00, 4.10e-08, 0.00e+00, 1.68e-09, 3.26e-10, 5.06e-10, 2.93e-13, 5.99e-06, 1.17e-06, 1.81e-06, 4.57e-10] []
418000 [5.13e-06, 5.09e-07, 2.37e-06, 5.51e-09, 2.97e-10, 4.18e-06, 1.35e-06, 3.84e-06, 1.91e-09, 8.07e-09, 0.00e+00, 6.42e-08, 8.06e-10, 3.70e-10, 7.41e-11, 1.09e-10, 4.76e-14, 5.86e-06, 1.14e-06, 1.78e-06, 6.25e-10] [5.13e-06, 5.09e-07, 2.37e-06, 5.51e-09, 2.97e-10, 4.18e-06, 1.35e-06, 3.84e-06, 1.91e-09, 8.07e-09, 0.00e+00, 6.42e-08, 8.06e-10, 3.70e-10, 7.41e-11, 1.09e-10, 4.76e-14, 5.86e-06, 1.14e-06, 1.78e-06, 6.25e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.837911 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
418000 [5.13e-06, 5.09e-07, 2.37e-06, 5.51e-09, 2.97e-10, 4.18e-06, 1.35e-06, 3.84e-06, 1.91e-09, 8.07e-09, 0.00e+00, 6.42e-08, 8.06e-10, 3.70e-10, 7.41e-11, 1.09e-10, 4.76e-14, 5.86e-06, 1.14e-06, 1.78e-06, 6.25e-10] [5.13e-06, 5.09e-07, 2.37e-06, 5.51e-09, 2.97e-10, 4.18e-06, 1.35e-06, 3.84e-06, 1.91e-09, 8.07e-09, 0.00e+00, 6.42e-08, 8.06e-10, 3.70e-10, 7.41e-11, 1.09e-10, 4.76e-14, 5.86e-06, 1.14e-06, 1.78e-06, 6.25e-10] []
420000 [5.63e-06, 5.98e-07, 2.54e-06, 3.40e-09, 4.22e-09, 5.31e-06, 1.82e-06, 4.01e-06, 1.72e-08, 4.28e-07, 0.00e+00, 1.75e-09, 0.00e+00, 1.20e-09, 2.56e-10, 3.30e-10, 4.45e-13, 5.26e-06, 1.01e-06, 1.62e-06, 8.84e-10] [5.63e-06, 5.98e-07, 2.54e-06, 3.40e-09, 4.22e-09, 5.31e-06, 1.82e-06, 4.01e-06, 1.72e-08, 4.28e-07, 0.00e+00, 1.75e-09, 0.00e+00, 1.20e-09, 2.56e-10, 3.30e-10, 4.45e-13, 5.26e-06, 1.01e-06, 1.62e-06, 8.84e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.608448 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
420000 [5.63e-06, 5.98e-07, 2.54e-06, 3.40e-09, 4.22e-09, 5.31e-06, 1.82e-06, 4.01e-06, 1.72e-08, 4.28e-07, 0.00e+00, 1.75e-09, 0.00e+00, 1.20e-09, 2.56e-10, 3.30e-10, 4.45e-13, 5.26e-06, 1.01e-06, 1.62e-06, 8.84e-10] [5.63e-06, 5.98e-07, 2.54e-06, 3.40e-09, 4.22e-09, 5.31e-06, 1.82e-06, 4.01e-06, 1.72e-08, 4.28e-07, 0.00e+00, 1.75e-09, 0.00e+00, 1.20e-09, 2.56e-10, 3.30e-10, 4.45e-13, 5.26e-06, 1.01e-06, 1.62e-06, 8.84e-10] []
422000 [7.20e-06, 1.13e-06, 2.68e-06, 1.17e-08, 1.23e-05, 2.16e-05, 9.00e-06, 1.22e-05, 6.37e-06, 1.48e-04, 2.85e-06, 4.94e-06, 5.74e-06, 9.80e-11, 6.84e-11, 6.18e-13, 2.27e-11, 4.67e-06, 5.81e-07, 2.06e-06, 7.26e-08] [7.20e-06, 1.13e-06, 2.68e-06, 1.17e-08, 1.23e-05, 2.16e-05, 9.00e-06, 1.22e-05, 6.37e-06, 1.48e-04, 2.85e-06, 4.94e-06, 5.74e-06, 9.80e-11, 6.84e-11, 6.18e-13, 2.27e-11, 4.67e-06, 5.81e-07, 2.06e-06, 7.26e-08] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.304380 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
422000 [7.20e-06, 1.13e-06, 2.68e-06, 1.17e-08, 1.23e-05, 2.16e-05, 9.00e-06, 1.22e-05, 6.37e-06, 1.48e-04, 2.85e-06, 4.94e-06, 5.74e-06, 9.80e-11, 6.84e-11, 6.18e-13, 2.27e-11, 4.67e-06, 5.81e-07, 2.06e-06, 7.26e-08] [7.20e-06, 1.13e-06, 2.68e-06, 1.17e-08, 1.23e-05, 2.16e-05, 9.00e-06, 1.22e-05, 6.37e-06, 1.48e-04, 2.85e-06, 4.94e-06, 5.74e-06, 9.80e-11, 6.84e-11, 6.18e-13, 2.27e-11, 4.67e-06, 5.81e-07, 2.06e-06, 7.26e-08] []
424000 [5.25e-06, 6.63e-07, 2.08e-06, 1.33e-08, 3.01e-10, 4.70e-06, 1.30e-06, 3.24e-06, 4.74e-08, 7.59e-08, 0.00e+00, 2.09e-08, 3.93e-09, 1.42e-10, 1.49e-09, 1.10e-09, 1.68e-09, 5.41e-06, 5.60e-07, 2.59e-06, 1.31e-07] [5.25e-06, 6.63e-07, 2.08e-06, 1.33e-08, 3.01e-10, 4.70e-06, 1.30e-06, 3.24e-06, 4.74e-08, 7.59e-08, 0.00e+00, 2.09e-08, 3.93e-09, 1.42e-10, 1.49e-09, 1.10e-09, 1.68e-09, 5.41e-06, 5.60e-07, 2.59e-06, 1.31e-07] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.546930 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
424000 [5.25e-06, 6.63e-07, 2.08e-06, 1.33e-08, 3.01e-10, 4.70e-06, 1.30e-06, 3.24e-06, 4.74e-08, 7.59e-08, 0.00e+00, 2.09e-08, 3.93e-09, 1.42e-10, 1.49e-09, 1.10e-09, 1.68e-09, 5.41e-06, 5.60e-07, 2.59e-06, 1.31e-07] [5.25e-06, 6.63e-07, 2.08e-06, 1.33e-08, 3.01e-10, 4.70e-06, 1.30e-06, 3.24e-06, 4.74e-08, 7.59e-08, 0.00e+00, 2.09e-08, 3.93e-09, 1.42e-10, 1.49e-09, 1.10e-09, 1.68e-09, 5.41e-06, 5.60e-07, 2.59e-06, 1.31e-07] []
426000 [4.85e-06, 5.04e-07, 2.17e-06, 1.06e-09, 1.76e-08, 4.01e-06, 1.54e-06, 3.52e-06, 8.47e-09, 1.07e-06, 7.11e-10, 1.39e-07, 2.45e-09, 1.56e-14, 2.22e-10, 2.98e-10, 3.22e-10, 6.45e-06, 1.05e-06, 2.28e-06, 1.95e-08] [4.85e-06, 5.04e-07, 2.17e-06, 1.06e-09, 1.76e-08, 4.01e-06, 1.54e-06, 3.52e-06, 8.47e-09, 1.07e-06, 7.11e-10, 1.39e-07, 2.45e-09, 1.56e-14, 2.22e-10, 2.98e-10, 3.22e-10, 6.45e-06, 1.05e-06, 2.28e-06, 1.95e-08] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.105726 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
426000 [4.85e-06, 5.04e-07, 2.17e-06, 1.06e-09, 1.76e-08, 4.01e-06, 1.54e-06, 3.52e-06, 8.47e-09, 1.07e-06, 7.11e-10, 1.39e-07, 2.45e-09, 1.56e-14, 2.22e-10, 2.98e-10, 3.22e-10, 6.45e-06, 1.05e-06, 2.28e-06, 1.95e-08] [4.85e-06, 5.04e-07, 2.17e-06, 1.06e-09, 1.76e-08, 4.01e-06, 1.54e-06, 3.52e-06, 8.47e-09, 1.07e-06, 7.11e-10, 1.39e-07, 2.45e-09, 1.56e-14, 2.22e-10, 2.98e-10, 3.22e-10, 6.45e-06, 1.05e-06, 2.28e-06, 1.95e-08] []
428000 [4.76e-06, 5.98e-07, 1.90e-06, 1.31e-08, 7.87e-08, 4.16e-06, 1.12e-06, 3.24e-06, 1.86e-07, 2.20e-06, 0.00e+00, 3.68e-10, 0.00e+00, 2.91e-09, 4.96e-09, 5.57e-10, 2.96e-09, 5.96e-06, 6.06e-07, 2.84e-06, 1.40e-07] [4.76e-06, 5.98e-07, 1.90e-06, 1.31e-08, 7.87e-08, 4.16e-06, 1.12e-06, 3.24e-06, 1.86e-07, 2.20e-06, 0.00e+00, 3.68e-10, 0.00e+00, 2.91e-09, 4.96e-09, 5.57e-10, 2.96e-09, 5.96e-06, 6.06e-07, 2.84e-06, 1.40e-07] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.967955 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
428000 [4.76e-06, 5.98e-07, 1.90e-06, 1.31e-08, 7.87e-08, 4.16e-06, 1.12e-06, 3.24e-06, 1.86e-07, 2.20e-06, 0.00e+00, 3.68e-10, 0.00e+00, 2.91e-09, 4.96e-09, 5.57e-10, 2.96e-09, 5.96e-06, 6.06e-07, 2.84e-06, 1.40e-07] [4.76e-06, 5.98e-07, 1.90e-06, 1.31e-08, 7.87e-08, 4.16e-06, 1.12e-06, 3.24e-06, 1.86e-07, 2.20e-06, 0.00e+00, 3.68e-10, 0.00e+00, 2.91e-09, 4.96e-09, 5.57e-10, 2.96e-09, 5.96e-06, 6.06e-07, 2.84e-06, 1.40e-07] []
430000 [5.63e-06, 8.35e-07, 2.21e-06, 4.97e-10, 3.20e-05, 4.86e-05, 4.34e-06, 9.08e-06, 1.01e-05, 1.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-09, 1.17e-10, 4.65e-10, 2.03e-11, 3.78e-06, 6.15e-07, 1.37e-06, 1.67e-08] [5.63e-06, 8.35e-07, 2.21e-06, 4.97e-10, 3.20e-05, 4.86e-05, 4.34e-06, 9.08e-06, 1.01e-05, 1.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-09, 1.17e-10, 4.65e-10, 2.03e-11, 3.78e-06, 6.15e-07, 1.37e-06, 1.67e-08] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.731190 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
430000 [5.63e-06, 8.35e-07, 2.21e-06, 4.97e-10, 3.20e-05, 4.86e-05, 4.34e-06, 9.08e-06, 1.01e-05, 1.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-09, 1.17e-10, 4.65e-10, 2.03e-11, 3.78e-06, 6.15e-07, 1.37e-06, 1.67e-08] [5.63e-06, 8.35e-07, 2.21e-06, 4.97e-10, 3.20e-05, 4.86e-05, 4.34e-06, 9.08e-06, 1.01e-05, 1.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-09, 1.17e-10, 4.65e-10, 2.03e-11, 3.78e-06, 6.15e-07, 1.37e-06, 1.67e-08] []
432000 [5.42e-06, 5.94e-07, 2.38e-06, 4.30e-09, 1.35e-09, 4.47e-06, 1.43e-06, 3.61e-06, 6.11e-09, 2.12e-08, 0.00e+00, 5.24e-08, 7.46e-10, 1.28e-10, 5.48e-10, 1.37e-09, 1.00e-09, 5.32e-06, 8.71e-07, 1.85e-06, 1.30e-08] [5.42e-06, 5.94e-07, 2.38e-06, 4.30e-09, 1.35e-09, 4.47e-06, 1.43e-06, 3.61e-06, 6.11e-09, 2.12e-08, 0.00e+00, 5.24e-08, 7.46e-10, 1.28e-10, 5.48e-10, 1.37e-09, 1.00e-09, 5.32e-06, 8.71e-07, 1.85e-06, 1.30e-08] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.867747 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
432000 [5.42e-06, 5.94e-07, 2.38e-06, 4.30e-09, 1.35e-09, 4.47e-06, 1.43e-06, 3.61e-06, 6.11e-09, 2.12e-08, 0.00e+00, 5.24e-08, 7.46e-10, 1.28e-10, 5.48e-10, 1.37e-09, 1.00e-09, 5.32e-06, 8.71e-07, 1.85e-06, 1.30e-08] [5.42e-06, 5.94e-07, 2.38e-06, 4.30e-09, 1.35e-09, 4.47e-06, 1.43e-06, 3.61e-06, 6.11e-09, 2.12e-08, 0.00e+00, 5.24e-08, 7.46e-10, 1.28e-10, 5.48e-10, 1.37e-09, 1.00e-09, 5.32e-06, 8.71e-07, 1.85e-06, 1.30e-08] []
434000 [7.15e-06, 1.13e-06, 2.74e-06, 1.96e-07, 1.28e-05, 2.32e-05, 1.03e-05, 1.48e-05, 3.63e-06, 1.44e-04, 3.94e-06, 5.56e-06, 3.28e-06, 4.68e-09, 5.19e-10, 2.15e-09, 9.20e-11, 3.89e-06, 6.54e-07, 1.38e-06, 1.27e-08] [7.15e-06, 1.13e-06, 2.74e-06, 1.96e-07, 1.28e-05, 2.32e-05, 1.03e-05, 1.48e-05, 3.63e-06, 1.44e-04, 3.94e-06, 5.56e-06, 3.28e-06, 4.68e-09, 5.19e-10, 2.15e-09, 9.20e-11, 3.89e-06, 6.54e-07, 1.38e-06, 1.27e-08] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.487127 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
434000 [7.15e-06, 1.13e-06, 2.74e-06, 1.96e-07, 1.28e-05, 2.32e-05, 1.03e-05, 1.48e-05, 3.63e-06, 1.44e-04, 3.94e-06, 5.56e-06, 3.28e-06, 4.68e-09, 5.19e-10, 2.15e-09, 9.20e-11, 3.89e-06, 6.54e-07, 1.38e-06, 1.27e-08] [7.15e-06, 1.13e-06, 2.74e-06, 1.96e-07, 1.28e-05, 2.32e-05, 1.03e-05, 1.48e-05, 3.63e-06, 1.44e-04, 3.94e-06, 5.56e-06, 3.28e-06, 4.68e-09, 5.19e-10, 2.15e-09, 9.20e-11, 3.89e-06, 6.54e-07, 1.38e-06, 1.27e-08] []
436000 [4.96e-06, 5.09e-07, 2.26e-06, 3.42e-09, 1.58e-07, 4.11e-06, 1.38e-06, 3.50e-06, 5.92e-09, 4.07e-07, 0.00e+00, 4.63e-08, 0.00e+00, 7.94e-10, 2.08e-10, 1.80e-10, 3.55e-12, 6.12e-06, 1.07e-06, 2.00e-06, 5.96e-09] [4.96e-06, 5.09e-07, 2.26e-06, 3.42e-09, 1.58e-07, 4.11e-06, 1.38e-06, 3.50e-06, 5.92e-09, 4.07e-07, 0.00e+00, 4.63e-08, 0.00e+00, 7.94e-10, 2.08e-10, 1.80e-10, 3.55e-12, 6.12e-06, 1.07e-06, 2.00e-06, 5.96e-09] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.449184 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
436000 [4.96e-06, 5.09e-07, 2.26e-06, 3.42e-09, 1.58e-07, 4.11e-06, 1.38e-06, 3.50e-06, 5.92e-09, 4.07e-07, 0.00e+00, 4.63e-08, 0.00e+00, 7.94e-10, 2.08e-10, 1.80e-10, 3.55e-12, 6.12e-06, 1.07e-06, 2.00e-06, 5.96e-09] [4.96e-06, 5.09e-07, 2.26e-06, 3.42e-09, 1.58e-07, 4.11e-06, 1.38e-06, 3.50e-06, 5.92e-09, 4.07e-07, 0.00e+00, 4.63e-08, 0.00e+00, 7.94e-10, 2.08e-10, 1.80e-10, 3.55e-12, 6.12e-06, 1.07e-06, 2.00e-06, 5.96e-09] []
438000 [5.04e-06, 6.66e-07, 1.99e-06, 1.36e-08, 2.79e-09, 4.40e-06, 1.27e-06, 3.30e-06, 3.15e-08, 4.04e-08, 4.08e-10, 4.73e-08, 6.16e-10, 1.30e-09, 5.12e-11, 1.83e-09, 5.59e-10, 5.70e-06, 5.24e-07, 2.69e-06, 1.27e-07] [5.04e-06, 6.66e-07, 1.99e-06, 1.36e-08, 2.79e-09, 4.40e-06, 1.27e-06, 3.30e-06, 3.15e-08, 4.04e-08, 4.08e-10, 4.73e-08, 6.16e-10, 1.30e-09, 5.12e-11, 1.83e-09, 5.59e-10, 5.70e-06, 5.24e-07, 2.69e-06, 1.27e-07] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.378396 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
438000 [5.04e-06, 6.66e-07, 1.99e-06, 1.36e-08, 2.79e-09, 4.40e-06, 1.27e-06, 3.30e-06, 3.15e-08, 4.04e-08, 4.08e-10, 4.73e-08, 6.16e-10, 1.30e-09, 5.12e-11, 1.83e-09, 5.59e-10, 5.70e-06, 5.24e-07, 2.69e-06, 1.27e-07] [5.04e-06, 6.66e-07, 1.99e-06, 1.36e-08, 2.79e-09, 4.40e-06, 1.27e-06, 3.30e-06, 3.15e-08, 4.04e-08, 4.08e-10, 4.73e-08, 6.16e-10, 1.30e-09, 5.12e-11, 1.83e-09, 5.59e-10, 5.70e-06, 5.24e-07, 2.69e-06, 1.27e-07] []
440000 [4.85e-06, 6.61e-07, 1.91e-06, 1.17e-08, 8.20e-07, 4.64e-06, 2.05e-06, 4.53e-06, 1.25e-06, 1.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-10, 1.80e-11, 6.01e-10, 1.80e-10, 5.73e-06, 5.25e-07, 2.69e-06, 1.22e-07] [4.85e-06, 6.61e-07, 1.91e-06, 1.17e-08, 8.20e-07, 4.64e-06, 2.05e-06, 4.53e-06, 1.25e-06, 1.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-10, 1.80e-11, 6.01e-10, 1.80e-10, 5.73e-06, 5.25e-07, 2.69e-06, 1.22e-07] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 14.864812 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
440000 [4.85e-06, 6.61e-07, 1.91e-06, 1.17e-08, 8.20e-07, 4.64e-06, 2.05e-06, 4.53e-06, 1.25e-06, 1.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-10, 1.80e-11, 6.01e-10, 1.80e-10, 5.73e-06, 5.25e-07, 2.69e-06, 1.22e-07] [4.85e-06, 6.61e-07, 1.91e-06, 1.17e-08, 8.20e-07, 4.64e-06, 2.05e-06, 4.53e-06, 1.25e-06, 1.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-10, 1.80e-11, 6.01e-10, 1.80e-10, 5.73e-06, 5.25e-07, 2.69e-06, 1.22e-07] []
442000 [5.25e-06, 6.14e-07, 2.23e-06, 5.40e-09, 2.39e-08, 4.51e-06, 1.43e-06, 3.46e-06, 4.46e-08, 1.18e-07, 0.00e+00, 4.57e-08, 0.00e+00, 1.18e-09, 2.53e-10, 3.30e-10, 1.95e-13, 5.51e-06, 7.38e-07, 2.12e-06, 3.55e-08] [5.25e-06, 6.14e-07, 2.23e-06, 5.40e-09, 2.39e-08, 4.51e-06, 1.43e-06, 3.46e-06, 4.46e-08, 1.18e-07, 0.00e+00, 4.57e-08, 0.00e+00, 1.18e-09, 2.53e-10, 3.30e-10, 1.95e-13, 5.51e-06, 7.38e-07, 2.12e-06, 3.55e-08] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.081639 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
442000 [5.25e-06, 6.14e-07, 2.23e-06, 5.40e-09, 2.39e-08, 4.51e-06, 1.43e-06, 3.46e-06, 4.46e-08, 1.18e-07, 0.00e+00, 4.57e-08, 0.00e+00, 1.18e-09, 2.53e-10, 3.30e-10, 1.95e-13, 5.51e-06, 7.38e-07, 2.12e-06, 3.55e-08] [5.25e-06, 6.14e-07, 2.23e-06, 5.40e-09, 2.39e-08, 4.51e-06, 1.43e-06, 3.46e-06, 4.46e-08, 1.18e-07, 0.00e+00, 4.57e-08, 0.00e+00, 1.18e-09, 2.53e-10, 3.30e-10, 1.95e-13, 5.51e-06, 7.38e-07, 2.12e-06, 3.55e-08] []
444000 [4.71e-06, 6.55e-07, 1.84e-06, 1.55e-08, 2.93e-08, 4.06e-06, 1.00e-06, 2.98e-06, 9.84e-08, 2.72e-07, 1.61e-11, 1.13e-08, 1.56e-09, 1.11e-09, 1.65e-10, 4.00e-10, 4.02e-12, 5.88e-06, 4.18e-07, 2.97e-06, 1.70e-07] [4.71e-06, 6.55e-07, 1.84e-06, 1.55e-08, 2.93e-08, 4.06e-06, 1.00e-06, 2.98e-06, 9.84e-08, 2.72e-07, 1.61e-11, 1.13e-08, 1.56e-09, 1.11e-09, 1.65e-10, 4.00e-10, 4.02e-12, 5.88e-06, 4.18e-07, 2.97e-06, 1.70e-07] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.609971 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
444000 [4.71e-06, 6.55e-07, 1.84e-06, 1.55e-08, 2.93e-08, 4.06e-06, 1.00e-06, 2.98e-06, 9.84e-08, 2.72e-07, 1.61e-11, 1.13e-08, 1.56e-09, 1.11e-09, 1.65e-10, 4.00e-10, 4.02e-12, 5.88e-06, 4.18e-07, 2.97e-06, 1.70e-07] [4.71e-06, 6.55e-07, 1.84e-06, 1.55e-08, 2.93e-08, 4.06e-06, 1.00e-06, 2.98e-06, 9.84e-08, 2.72e-07, 1.61e-11, 1.13e-08, 1.56e-09, 1.11e-09, 1.65e-10, 4.00e-10, 4.02e-12, 5.88e-06, 4.18e-07, 2.97e-06, 1.70e-07] []
446000 [4.85e-06, 6.22e-07, 1.99e-06, 8.27e-09, 3.86e-11, 4.12e-06, 1.05e-06, 3.05e-06, 7.29e-08, 6.50e-08, 1.25e-09, 2.47e-08, 1.30e-08, 9.68e-12, 5.19e-10, 2.99e-10, 3.60e-10, 5.78e-06, 5.22e-07, 2.63e-06, 1.02e-07] [4.85e-06, 6.22e-07, 1.99e-06, 8.27e-09, 3.86e-11, 4.12e-06, 1.05e-06, 3.05e-06, 7.29e-08, 6.50e-08, 1.25e-09, 2.47e-08, 1.30e-08, 9.68e-12, 5.19e-10, 2.99e-10, 3.60e-10, 5.78e-06, 5.22e-07, 2.63e-06, 1.02e-07] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.567914 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
446000 [4.85e-06, 6.22e-07, 1.99e-06, 8.27e-09, 3.86e-11, 4.12e-06, 1.05e-06, 3.05e-06, 7.29e-08, 6.50e-08, 1.25e-09, 2.47e-08, 1.30e-08, 9.68e-12, 5.19e-10, 2.99e-10, 3.60e-10, 5.78e-06, 5.22e-07, 2.63e-06, 1.02e-07] [4.85e-06, 6.22e-07, 1.99e-06, 8.27e-09, 3.86e-11, 4.12e-06, 1.05e-06, 3.05e-06, 7.29e-08, 6.50e-08, 1.25e-09, 2.47e-08, 1.30e-08, 9.68e-12, 5.19e-10, 2.99e-10, 3.60e-10, 5.78e-06, 5.22e-07, 2.63e-06, 1.02e-07] []
448000 [5.49e-06, 5.56e-07, 2.51e-06, 6.44e-09, 1.34e-10, 5.05e-06, 1.58e-06, 3.92e-06, 2.32e-08, 2.11e-08, 0.00e+00, 8.87e-09, 1.45e-08, 1.08e-12, 2.03e-13, 3.38e-13, 4.97e-17, 5.45e-06, 1.05e-06, 1.66e-06, 1.39e-10] [5.49e-06, 5.56e-07, 2.51e-06, 6.44e-09, 1.34e-10, 5.05e-06, 1.58e-06, 3.92e-06, 2.32e-08, 2.11e-08, 0.00e+00, 8.87e-09, 1.45e-08, 1.08e-12, 2.03e-13, 3.38e-13, 4.97e-17, 5.45e-06, 1.05e-06, 1.66e-06, 1.39e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.435316 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
448000 [5.49e-06, 5.56e-07, 2.51e-06, 6.44e-09, 1.34e-10, 5.05e-06, 1.58e-06, 3.92e-06, 2.32e-08, 2.11e-08, 0.00e+00, 8.87e-09, 1.45e-08, 1.08e-12, 2.03e-13, 3.38e-13, 4.97e-17, 5.45e-06, 1.05e-06, 1.66e-06, 1.39e-10] [5.49e-06, 5.56e-07, 2.51e-06, 6.44e-09, 1.34e-10, 5.05e-06, 1.58e-06, 3.92e-06, 2.32e-08, 2.11e-08, 0.00e+00, 8.87e-09, 1.45e-08, 1.08e-12, 2.03e-13, 3.38e-13, 4.97e-17, 5.45e-06, 1.05e-06, 1.66e-06, 1.39e-10] []
450000 [2.01e-05, 3.52e-06, 6.70e-06, 1.01e-06, 1.19e-05, 5.26e-05, 1.06e-04, 1.19e-04, 1.12e-04, 1.20e-03, 5.36e-05, 6.43e-05, 1.10e-04, 1.99e-07, 4.60e-08, 6.88e-08, 6.64e-10, 6.21e-06, 1.44e-06, 2.15e-06, 2.08e-08] [2.01e-05, 3.52e-06, 6.70e-06, 1.01e-06, 1.19e-05, 5.26e-05, 1.06e-04, 1.19e-04, 1.12e-04, 1.20e-03, 5.36e-05, 6.43e-05, 1.10e-04, 1.99e-07, 4.60e-08, 6.88e-08, 6.64e-10, 6.21e-06, 1.44e-06, 2.15e-06, 2.08e-08] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.154134 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
450000 [2.01e-05, 3.52e-06, 6.70e-06, 1.01e-06, 1.19e-05, 5.26e-05, 1.06e-04, 1.19e-04, 1.12e-04, 1.20e-03, 5.36e-05, 6.43e-05, 1.10e-04, 1.99e-07, 4.60e-08, 6.88e-08, 6.64e-10, 6.21e-06, 1.44e-06, 2.15e-06, 2.08e-08] [2.01e-05, 3.52e-06, 6.70e-06, 1.01e-06, 1.19e-05, 5.26e-05, 1.06e-04, 1.19e-04, 1.12e-04, 1.20e-03, 5.36e-05, 6.43e-05, 1.10e-04, 1.99e-07, 4.60e-08, 6.88e-08, 6.64e-10, 6.21e-06, 1.44e-06, 2.15e-06, 2.08e-08] []
452000 [5.23e-06, 5.27e-07, 2.41e-06, 4.91e-09, 1.01e-08, 4.24e-06, 1.34e-06, 4.03e-06, 2.36e-08, 5.31e-07, 0.00e+00, 1.61e-08, 0.00e+00, 1.64e-09, 3.20e-10, 4.93e-10, 1.58e-13, 5.67e-06, 1.11e-06, 1.71e-06, 3.54e-10] [5.23e-06, 5.27e-07, 2.41e-06, 4.91e-09, 1.01e-08, 4.24e-06, 1.34e-06, 4.03e-06, 2.36e-08, 5.31e-07, 0.00e+00, 1.61e-08, 0.00e+00, 1.64e-09, 3.20e-10, 4.93e-10, 1.58e-13, 5.67e-06, 1.11e-06, 1.71e-06, 3.54e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.216957 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
452000 [5.23e-06, 5.27e-07, 2.41e-06, 4.91e-09, 1.01e-08, 4.24e-06, 1.34e-06, 4.03e-06, 2.36e-08, 5.31e-07, 0.00e+00, 1.61e-08, 0.00e+00, 1.64e-09, 3.20e-10, 4.93e-10, 1.58e-13, 5.67e-06, 1.11e-06, 1.71e-06, 3.54e-10] [5.23e-06, 5.27e-07, 2.41e-06, 4.91e-09, 1.01e-08, 4.24e-06, 1.34e-06, 4.03e-06, 2.36e-08, 5.31e-07, 0.00e+00, 1.61e-08, 0.00e+00, 1.64e-09, 3.20e-10, 4.93e-10, 1.58e-13, 5.67e-06, 1.11e-06, 1.71e-06, 3.54e-10] []
454000 [6.46e-06, 6.86e-07, 2.92e-06, 1.18e-08, 1.57e-06, 9.70e-06, 1.72e-06, 4.62e-06, 4.88e-08, 5.05e-06, 0.00e+00, 9.06e-08, 3.88e-08, 9.90e-10, 1.96e-10, 3.02e-10, 5.37e-13, 4.43e-06, 8.73e-07, 1.36e-06, 5.70e-10] [6.46e-06, 6.86e-07, 2.92e-06, 1.18e-08, 1.57e-06, 9.70e-06, 1.72e-06, 4.62e-06, 4.88e-08, 5.05e-06, 0.00e+00, 9.06e-08, 3.88e-08, 9.90e-10, 1.96e-10, 3.02e-10, 5.37e-13, 4.43e-06, 8.73e-07, 1.36e-06, 5.70e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 18.512978 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
454000 [6.46e-06, 6.86e-07, 2.92e-06, 1.18e-08, 1.57e-06, 9.70e-06, 1.72e-06, 4.62e-06, 4.88e-08, 5.05e-06, 0.00e+00, 9.06e-08, 3.88e-08, 9.90e-10, 1.96e-10, 3.02e-10, 5.37e-13, 4.43e-06, 8.73e-07, 1.36e-06, 5.70e-10] [6.46e-06, 6.86e-07, 2.92e-06, 1.18e-08, 1.57e-06, 9.70e-06, 1.72e-06, 4.62e-06, 4.88e-08, 5.05e-06, 0.00e+00, 9.06e-08, 3.88e-08, 9.90e-10, 1.96e-10, 3.02e-10, 5.37e-13, 4.43e-06, 8.73e-07, 1.36e-06, 5.70e-10] []
456000 [5.57e-06, 5.54e-07, 2.54e-06, 5.98e-09, 1.15e-06, 6.44e-06, 1.72e-06, 4.40e-06, 4.21e-07, 9.22e-06, 1.17e-08, 2.53e-07, 3.37e-07, 2.70e-11, 5.24e-12, 8.23e-12, 1.31e-15, 5.49e-06, 1.07e-06, 1.66e-06, 3.67e-10] [5.57e-06, 5.54e-07, 2.54e-06, 5.98e-09, 1.15e-06, 6.44e-06, 1.72e-06, 4.40e-06, 4.21e-07, 9.22e-06, 1.17e-08, 2.53e-07, 3.37e-07, 2.70e-11, 5.24e-12, 8.23e-12, 1.31e-15, 5.49e-06, 1.07e-06, 1.66e-06, 3.67e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 18.581200 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
456000 [5.57e-06, 5.54e-07, 2.54e-06, 5.98e-09, 1.15e-06, 6.44e-06, 1.72e-06, 4.40e-06, 4.21e-07, 9.22e-06, 1.17e-08, 2.53e-07, 3.37e-07, 2.70e-11, 5.24e-12, 8.23e-12, 1.31e-15, 5.49e-06, 1.07e-06, 1.66e-06, 3.67e-10] [5.57e-06, 5.54e-07, 2.54e-06, 5.98e-09, 1.15e-06, 6.44e-06, 1.72e-06, 4.40e-06, 4.21e-07, 9.22e-06, 1.17e-08, 2.53e-07, 3.37e-07, 2.70e-11, 5.24e-12, 8.23e-12, 1.31e-15, 5.49e-06, 1.07e-06, 1.66e-06, 3.67e-10] []
458000 [1.08e-05, 1.96e-06, 3.24e-06, 5.63e-08, 4.00e-05, 8.33e-05, 1.31e-05, 2.03e-05, 1.57e-07, 2.21e-04, 4.87e-06, 5.52e-06, 7.87e-08, 1.68e-08, 3.19e-09, 4.90e-09, 3.62e-13, 1.29e-06, 2.46e-07, 3.77e-07, 2.94e-11] [1.08e-05, 1.96e-06, 3.24e-06, 5.63e-08, 4.00e-05, 8.33e-05, 1.31e-05, 2.03e-05, 1.57e-07, 2.21e-04, 4.87e-06, 5.52e-06, 7.87e-08, 1.68e-08, 3.19e-09, 4.90e-09, 3.62e-13, 1.29e-06, 2.46e-07, 3.77e-07, 2.94e-11] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.217270 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
458000 [1.08e-05, 1.96e-06, 3.24e-06, 5.63e-08, 4.00e-05, 8.33e-05, 1.31e-05, 2.03e-05, 1.57e-07, 2.21e-04, 4.87e-06, 5.52e-06, 7.87e-08, 1.68e-08, 3.19e-09, 4.90e-09, 3.62e-13, 1.29e-06, 2.46e-07, 3.77e-07, 2.94e-11] [1.08e-05, 1.96e-06, 3.24e-06, 5.63e-08, 4.00e-05, 8.33e-05, 1.31e-05, 2.03e-05, 1.57e-07, 2.21e-04, 4.87e-06, 5.52e-06, 7.87e-08, 1.68e-08, 3.19e-09, 4.90e-09, 3.62e-13, 1.29e-06, 2.46e-07, 3.77e-07, 2.94e-11] []
460000 [6.15e-06, 6.83e-07, 2.72e-06, 7.90e-09, 8.81e-08, 6.60e-06, 2.25e-06, 3.82e-06, 8.12e-08, 5.93e-07, 0.00e+00, 1.76e-08, 0.00e+00, 2.15e-09, 4.22e-10, 6.48e-10, 1.86e-13, 4.72e-06, 9.26e-07, 1.43e-06, 2.85e-10] [6.15e-06, 6.83e-07, 2.72e-06, 7.90e-09, 8.81e-08, 6.60e-06, 2.25e-06, 3.82e-06, 8.12e-08, 5.93e-07, 0.00e+00, 1.76e-08, 0.00e+00, 2.15e-09, 4.22e-10, 6.48e-10, 1.86e-13, 4.72e-06, 9.26e-07, 1.43e-06, 2.85e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.297518 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
460000 [6.15e-06, 6.83e-07, 2.72e-06, 7.90e-09, 8.81e-08, 6.60e-06, 2.25e-06, 3.82e-06, 8.12e-08, 5.93e-07, 0.00e+00, 1.76e-08, 0.00e+00, 2.15e-09, 4.22e-10, 6.48e-10, 1.86e-13, 4.72e-06, 9.26e-07, 1.43e-06, 2.85e-10] [6.15e-06, 6.83e-07, 2.72e-06, 7.90e-09, 8.81e-08, 6.60e-06, 2.25e-06, 3.82e-06, 8.12e-08, 5.93e-07, 0.00e+00, 1.76e-08, 0.00e+00, 2.15e-09, 4.22e-10, 6.48e-10, 1.86e-13, 4.72e-06, 9.26e-07, 1.43e-06, 2.85e-10] []
462000 [5.50e-06, 5.61e-07, 2.50e-06, 6.02e-09, 1.22e-08, 4.67e-06, 1.58e-06, 3.81e-06, 4.51e-09, 1.07e-09, 0.00e+00, 3.92e-08, 3.05e-09, 2.59e-10, 5.03e-11, 7.81e-11, 2.09e-14, 5.43e-06, 1.06e-06, 1.64e-06, 4.11e-10] [5.50e-06, 5.61e-07, 2.50e-06, 6.02e-09, 1.22e-08, 4.67e-06, 1.58e-06, 3.81e-06, 4.51e-09, 1.07e-09, 0.00e+00, 3.92e-08, 3.05e-09, 2.59e-10, 5.03e-11, 7.81e-11, 2.09e-14, 5.43e-06, 1.06e-06, 1.64e-06, 4.11e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.899074 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
462000 [5.50e-06, 5.61e-07, 2.50e-06, 6.02e-09, 1.22e-08, 4.67e-06, 1.58e-06, 3.81e-06, 4.51e-09, 1.07e-09, 0.00e+00, 3.92e-08, 3.05e-09, 2.59e-10, 5.03e-11, 7.81e-11, 2.09e-14, 5.43e-06, 1.06e-06, 1.64e-06, 4.11e-10] [5.50e-06, 5.61e-07, 2.50e-06, 6.02e-09, 1.22e-08, 4.67e-06, 1.58e-06, 3.81e-06, 4.51e-09, 1.07e-09, 0.00e+00, 3.92e-08, 3.05e-09, 2.59e-10, 5.03e-11, 7.81e-11, 2.09e-14, 5.43e-06, 1.06e-06, 1.64e-06, 4.11e-10] []
464000 [5.25e-06, 5.25e-07, 2.42e-06, 6.08e-09, 4.52e-09, 4.21e-06, 1.40e-06, 3.81e-06, 1.51e-09, 1.97e-08, 0.00e+00, 3.98e-08, 3.77e-10, 3.92e-10, 7.62e-11, 1.18e-10, 2.77e-14, 5.69e-06, 1.11e-06, 1.71e-06, 4.22e-10] [5.25e-06, 5.25e-07, 2.42e-06, 6.08e-09, 4.52e-09, 4.21e-06, 1.40e-06, 3.81e-06, 1.51e-09, 1.97e-08, 0.00e+00, 3.98e-08, 3.77e-10, 3.92e-10, 7.62e-11, 1.18e-10, 2.77e-14, 5.69e-06, 1.11e-06, 1.71e-06, 4.22e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.107139 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
464000 [5.25e-06, 5.25e-07, 2.42e-06, 6.08e-09, 4.52e-09, 4.21e-06, 1.40e-06, 3.81e-06, 1.51e-09, 1.97e-08, 0.00e+00, 3.98e-08, 3.77e-10, 3.92e-10, 7.62e-11, 1.18e-10, 2.77e-14, 5.69e-06, 1.11e-06, 1.71e-06, 4.22e-10] [5.25e-06, 5.25e-07, 2.42e-06, 6.08e-09, 4.52e-09, 4.21e-06, 1.40e-06, 3.81e-06, 1.51e-09, 1.97e-08, 0.00e+00, 3.98e-08, 3.77e-10, 3.92e-10, 7.62e-11, 1.18e-10, 2.77e-14, 5.69e-06, 1.11e-06, 1.71e-06, 4.22e-10] []
466000 [5.00e-06, 4.89e-07, 2.33e-06, 5.32e-09, 1.95e-09, 4.01e-06, 1.28e-06, 3.84e-06, 1.17e-09, 2.72e-08, 0.00e+00, 3.97e-08, 2.02e-11, 8.28e-10, 1.60e-10, 2.53e-10, 6.20e-14, 6.03e-06, 1.17e-06, 1.82e-06, 4.26e-10] [5.00e-06, 4.89e-07, 2.33e-06, 5.32e-09, 1.95e-09, 4.01e-06, 1.28e-06, 3.84e-06, 1.17e-09, 2.72e-08, 0.00e+00, 3.97e-08, 2.02e-11, 8.28e-10, 1.60e-10, 2.53e-10, 6.20e-14, 6.03e-06, 1.17e-06, 1.82e-06, 4.26e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.950410 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
466000 [5.00e-06, 4.89e-07, 2.33e-06, 5.32e-09, 1.95e-09, 4.01e-06, 1.28e-06, 3.84e-06, 1.17e-09, 2.72e-08, 0.00e+00, 3.97e-08, 2.02e-11, 8.28e-10, 1.60e-10, 2.53e-10, 6.20e-14, 6.03e-06, 1.17e-06, 1.82e-06, 4.26e-10] [5.00e-06, 4.89e-07, 2.33e-06, 5.32e-09, 1.95e-09, 4.01e-06, 1.28e-06, 3.84e-06, 1.17e-09, 2.72e-08, 0.00e+00, 3.97e-08, 2.02e-11, 8.28e-10, 1.60e-10, 2.53e-10, 6.20e-14, 6.03e-06, 1.17e-06, 1.82e-06, 4.26e-10] []
468000 [5.43e-06, 5.51e-07, 2.48e-06, 5.14e-09, 2.58e-08, 4.95e-06, 1.75e-06, 3.75e-06, 6.20e-09, 2.61e-09, 0.00e+00, 5.46e-08, 4.23e-09, 1.39e-09, 2.71e-10, 4.20e-10, 9.76e-14, 5.66e-06, 1.10e-06, 1.71e-06, 4.03e-10] [5.43e-06, 5.51e-07, 2.48e-06, 5.14e-09, 2.58e-08, 4.95e-06, 1.75e-06, 3.75e-06, 6.20e-09, 2.61e-09, 0.00e+00, 5.46e-08, 4.23e-09, 1.39e-09, 2.71e-10, 4.20e-10, 9.76e-14, 5.66e-06, 1.10e-06, 1.71e-06, 4.03e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.074150 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
468000 [5.43e-06, 5.51e-07, 2.48e-06, 5.14e-09, 2.58e-08, 4.95e-06, 1.75e-06, 3.75e-06, 6.20e-09, 2.61e-09, 0.00e+00, 5.46e-08, 4.23e-09, 1.39e-09, 2.71e-10, 4.20e-10, 9.76e-14, 5.66e-06, 1.10e-06, 1.71e-06, 4.03e-10] [5.43e-06, 5.51e-07, 2.48e-06, 5.14e-09, 2.58e-08, 4.95e-06, 1.75e-06, 3.75e-06, 6.20e-09, 2.61e-09, 0.00e+00, 5.46e-08, 4.23e-09, 1.39e-09, 2.71e-10, 4.20e-10, 9.76e-14, 5.66e-06, 1.10e-06, 1.71e-06, 4.03e-10] []
470000 [4.11e-06, 4.29e-07, 2.11e-06, 4.09e-08, 1.86e-06, 1.39e-05, 5.49e-06, 5.45e-06, 1.25e-06, 1.16e-05, 7.13e-09, 1.67e-07, 1.12e-06, 2.36e-10, 4.89e-11, 7.42e-11, 3.85e-14, 9.59e-06, 1.99e-06, 3.01e-06, 1.51e-09] [4.11e-06, 4.29e-07, 2.11e-06, 4.09e-08, 1.86e-06, 1.39e-05, 5.49e-06, 5.45e-06, 1.25e-06, 1.16e-05, 7.13e-09, 1.67e-07, 1.12e-06, 2.36e-10, 4.89e-11, 7.42e-11, 3.85e-14, 9.59e-06, 1.99e-06, 3.01e-06, 1.51e-09] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.917307 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
470000 [4.11e-06, 4.29e-07, 2.11e-06, 4.09e-08, 1.86e-06, 1.39e-05, 5.49e-06, 5.45e-06, 1.25e-06, 1.16e-05, 7.13e-09, 1.67e-07, 1.12e-06, 2.36e-10, 4.89e-11, 7.42e-11, 3.85e-14, 9.59e-06, 1.99e-06, 3.01e-06, 1.51e-09] [4.11e-06, 4.29e-07, 2.11e-06, 4.09e-08, 1.86e-06, 1.39e-05, 5.49e-06, 5.45e-06, 1.25e-06, 1.16e-05, 7.13e-09, 1.67e-07, 1.12e-06, 2.36e-10, 4.89e-11, 7.42e-11, 3.85e-14, 9.59e-06, 1.99e-06, 3.01e-06, 1.51e-09] []
472000 [7.71e-06, 9.40e-07, 3.15e-06, 1.54e-07, 5.10e-06, 2.09e-05, 3.32e-06, 6.13e-06, 1.67e-05, 9.40e-05, 2.74e-07, 3.11e-07, 1.57e-05, 4.62e-09, 9.15e-10, 1.38e-09, 3.99e-13, 2.96e-06, 5.88e-07, 8.84e-07, 2.77e-10] [7.71e-06, 9.40e-07, 3.15e-06, 1.54e-07, 5.10e-06, 2.09e-05, 3.32e-06, 6.13e-06, 1.67e-05, 9.40e-05, 2.74e-07, 3.11e-07, 1.57e-05, 4.62e-09, 9.15e-10, 1.38e-09, 3.99e-13, 2.96e-06, 5.88e-07, 8.84e-07, 2.77e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 16.825395 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
472000 [7.71e-06, 9.40e-07, 3.15e-06, 1.54e-07, 5.10e-06, 2.09e-05, 3.32e-06, 6.13e-06, 1.67e-05, 9.40e-05, 2.74e-07, 3.11e-07, 1.57e-05, 4.62e-09, 9.15e-10, 1.38e-09, 3.99e-13, 2.96e-06, 5.88e-07, 8.84e-07, 2.77e-10] [7.71e-06, 9.40e-07, 3.15e-06, 1.54e-07, 5.10e-06, 2.09e-05, 3.32e-06, 6.13e-06, 1.67e-05, 9.40e-05, 2.74e-07, 3.11e-07, 1.57e-05, 4.62e-09, 9.15e-10, 1.38e-09, 3.99e-13, 2.96e-06, 5.88e-07, 8.84e-07, 2.77e-10] []
474000 [5.61e-06, 5.70e-07, 2.55e-06, 6.35e-09, 1.15e-08, 5.08e-06, 1.62e-06, 3.96e-06, 1.64e-08, 7.63e-08, 0.00e+00, 1.77e-08, 1.23e-08, 1.06e-09, 2.07e-10, 3.22e-10, 7.24e-14, 5.31e-06, 1.03e-06, 1.61e-06, 3.92e-10] [5.61e-06, 5.70e-07, 2.55e-06, 6.35e-09, 1.15e-08, 5.08e-06, 1.62e-06, 3.96e-06, 1.64e-08, 7.63e-08, 0.00e+00, 1.77e-08, 1.23e-08, 1.06e-09, 2.07e-10, 3.22e-10, 7.24e-14, 5.31e-06, 1.03e-06, 1.61e-06, 3.92e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.447869 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
474000 [5.61e-06, 5.70e-07, 2.55e-06, 6.35e-09, 1.15e-08, 5.08e-06, 1.62e-06, 3.96e-06, 1.64e-08, 7.63e-08, 0.00e+00, 1.77e-08, 1.23e-08, 1.06e-09, 2.07e-10, 3.22e-10, 7.24e-14, 5.31e-06, 1.03e-06, 1.61e-06, 3.92e-10] [5.61e-06, 5.70e-07, 2.55e-06, 6.35e-09, 1.15e-08, 5.08e-06, 1.62e-06, 3.96e-06, 1.64e-08, 7.63e-08, 0.00e+00, 1.77e-08, 1.23e-08, 1.06e-09, 2.07e-10, 3.22e-10, 7.24e-14, 5.31e-06, 1.03e-06, 1.61e-06, 3.92e-10] []
476000 [7.33e-06, 8.80e-07, 3.19e-06, 5.70e-09, 3.53e-09, 9.02e-06, 3.37e-06, 4.56e-06, 5.95e-07, 1.45e-06, 0.00e+00, 3.06e-11, 0.00e+00, 4.45e-09, 8.72e-10, 1.37e-09, 4.18e-14, 4.00e-06, 7.85e-07, 1.23e-06, 3.90e-11] [7.33e-06, 8.80e-07, 3.19e-06, 5.70e-09, 3.53e-09, 9.02e-06, 3.37e-06, 4.56e-06, 5.95e-07, 1.45e-06, 0.00e+00, 3.06e-11, 0.00e+00, 4.45e-09, 8.72e-10, 1.37e-09, 4.18e-14, 4.00e-06, 7.85e-07, 1.23e-06, 3.90e-11] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.146189 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
476000 [7.33e-06, 8.80e-07, 3.19e-06, 5.70e-09, 3.53e-09, 9.02e-06, 3.37e-06, 4.56e-06, 5.95e-07, 1.45e-06, 0.00e+00, 3.06e-11, 0.00e+00, 4.45e-09, 8.72e-10, 1.37e-09, 4.18e-14, 4.00e-06, 7.85e-07, 1.23e-06, 3.90e-11] [7.33e-06, 8.80e-07, 3.19e-06, 5.70e-09, 3.53e-09, 9.02e-06, 3.37e-06, 4.56e-06, 5.95e-07, 1.45e-06, 0.00e+00, 3.06e-11, 0.00e+00, 4.45e-09, 8.72e-10, 1.37e-09, 4.18e-14, 4.00e-06, 7.85e-07, 1.23e-06, 3.90e-11] []
478000 [9.69e-06, 1.37e-06, 3.60e-06, 1.44e-08, 9.25e-06, 6.86e-05, 5.34e-06, 1.99e-05, 4.05e-06, 2.00e-06, 0.00e+00, 1.07e-09, 0.00e+00, 7.90e-10, 1.51e-10, 2.26e-10, 5.59e-16, 3.98e-07, 7.61e-08, 1.14e-07, 5.80e-13] [9.69e-06, 1.37e-06, 3.60e-06, 1.44e-08, 9.25e-06, 6.86e-05, 5.34e-06, 1.99e-05, 4.05e-06, 2.00e-06, 0.00e+00, 1.07e-09, 0.00e+00, 7.90e-10, 1.51e-10, 2.26e-10, 5.59e-16, 3.98e-07, 7.61e-08, 1.14e-07, 5.80e-13] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.094902 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
478000 [9.69e-06, 1.37e-06, 3.60e-06, 1.44e-08, 9.25e-06, 6.86e-05, 5.34e-06, 1.99e-05, 4.05e-06, 2.00e-06, 0.00e+00, 1.07e-09, 0.00e+00, 7.90e-10, 1.51e-10, 2.26e-10, 5.59e-16, 3.98e-07, 7.61e-08, 1.14e-07, 5.80e-13] [9.69e-06, 1.37e-06, 3.60e-06, 1.44e-08, 9.25e-06, 6.86e-05, 5.34e-06, 1.99e-05, 4.05e-06, 2.00e-06, 0.00e+00, 1.07e-09, 0.00e+00, 7.90e-10, 1.51e-10, 2.26e-10, 5.59e-16, 3.98e-07, 7.61e-08, 1.14e-07, 5.80e-13] []
480000 [5.07e-06, 4.97e-07, 2.36e-06, 5.72e-09, 1.57e-12, 4.08e-06, 1.31e-06, 3.84e-06, 1.64e-09, 5.73e-09, 0.00e+00, 4.86e-08, 6.43e-10, 3.90e-11, 7.61e-12, 1.18e-11, 3.20e-15, 5.93e-06, 1.15e-06, 1.79e-06, 4.32e-10] [5.07e-06, 4.97e-07, 2.36e-06, 5.72e-09, 1.57e-12, 4.08e-06, 1.31e-06, 3.84e-06, 1.64e-09, 5.73e-09, 0.00e+00, 4.86e-08, 6.43e-10, 3.90e-11, 7.61e-12, 1.18e-11, 3.20e-15, 5.93e-06, 1.15e-06, 1.79e-06, 4.32e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.901806 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
480000 [5.07e-06, 4.97e-07, 2.36e-06, 5.72e-09, 1.57e-12, 4.08e-06, 1.31e-06, 3.84e-06, 1.64e-09, 5.73e-09, 0.00e+00, 4.86e-08, 6.43e-10, 3.90e-11, 7.61e-12, 1.18e-11, 3.20e-15, 5.93e-06, 1.15e-06, 1.79e-06, 4.32e-10] [5.07e-06, 4.97e-07, 2.36e-06, 5.72e-09, 1.57e-12, 4.08e-06, 1.31e-06, 3.84e-06, 1.64e-09, 5.73e-09, 0.00e+00, 4.86e-08, 6.43e-10, 3.90e-11, 7.61e-12, 1.18e-11, 3.20e-15, 5.93e-06, 1.15e-06, 1.79e-06, 4.32e-10] []
482000 [4.66e-06, 4.65e-07, 2.11e-06, 2.02e-09, 5.57e-06, 1.47e-05, 3.11e-06, 4.47e-06, 2.41e-06, 2.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-09, 6.14e-10, 9.37e-10, 1.32e-14, 7.68e-06, 1.47e-06, 2.24e-06, 1.60e-11] [4.66e-06, 4.65e-07, 2.11e-06, 2.02e-09, 5.57e-06, 1.47e-05, 3.11e-06, 4.47e-06, 2.41e-06, 2.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-09, 6.14e-10, 9.37e-10, 1.32e-14, 7.68e-06, 1.47e-06, 2.24e-06, 1.60e-11] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.122339 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
482000 [4.66e-06, 4.65e-07, 2.11e-06, 2.02e-09, 5.57e-06, 1.47e-05, 3.11e-06, 4.47e-06, 2.41e-06, 2.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-09, 6.14e-10, 9.37e-10, 1.32e-14, 7.68e-06, 1.47e-06, 2.24e-06, 1.60e-11] [4.66e-06, 4.65e-07, 2.11e-06, 2.02e-09, 5.57e-06, 1.47e-05, 3.11e-06, 4.47e-06, 2.41e-06, 2.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-09, 6.14e-10, 9.37e-10, 1.32e-14, 7.68e-06, 1.47e-06, 2.24e-06, 1.60e-11] []
484000 [5.54e-06, 6.39e-07, 2.55e-06, 1.11e-07, 4.48e-10, 5.81e-06, 2.20e-06, 4.01e-06, 6.92e-06, 1.61e-05, 2.98e-10, 9.40e-08, 6.26e-06, 4.86e-09, 9.62e-10, 1.46e-09, 1.40e-13, 5.75e-06, 1.14e-06, 1.73e-06, 2.90e-10] [5.54e-06, 6.39e-07, 2.55e-06, 1.11e-07, 4.48e-10, 5.81e-06, 2.20e-06, 4.01e-06, 6.92e-06, 1.61e-05, 2.98e-10, 9.40e-08, 6.26e-06, 4.86e-09, 9.62e-10, 1.46e-09, 1.40e-13, 5.75e-06, 1.14e-06, 1.73e-06, 2.90e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.554551 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
484000 [5.54e-06, 6.39e-07, 2.55e-06, 1.11e-07, 4.48e-10, 5.81e-06, 2.20e-06, 4.01e-06, 6.92e-06, 1.61e-05, 2.98e-10, 9.40e-08, 6.26e-06, 4.86e-09, 9.62e-10, 1.46e-09, 1.40e-13, 5.75e-06, 1.14e-06, 1.73e-06, 2.90e-10] [5.54e-06, 6.39e-07, 2.55e-06, 1.11e-07, 4.48e-10, 5.81e-06, 2.20e-06, 4.01e-06, 6.92e-06, 1.61e-05, 2.98e-10, 9.40e-08, 6.26e-06, 4.86e-09, 9.62e-10, 1.46e-09, 1.40e-13, 5.75e-06, 1.14e-06, 1.73e-06, 2.90e-10] []
486000 [6.04e-06, 6.71e-07, 2.67e-06, 3.86e-10, 1.06e-07, 5.99e-06, 1.73e-06, 4.46e-06, 5.19e-09, 4.81e-08, 0.00e+00, 2.68e-09, 0.00e+00, 3.98e-10, 7.72e-11, 1.20e-10, 1.91e-14, 4.40e-06, 8.54e-07, 1.32e-06, 1.81e-10] [6.04e-06, 6.71e-07, 2.67e-06, 3.86e-10, 1.06e-07, 5.99e-06, 1.73e-06, 4.46e-06, 5.19e-09, 4.81e-08, 0.00e+00, 2.68e-09, 0.00e+00, 3.98e-10, 7.72e-11, 1.20e-10, 1.91e-14, 4.40e-06, 8.54e-07, 1.32e-06, 1.81e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.559897 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
486000 [6.04e-06, 6.71e-07, 2.67e-06, 3.86e-10, 1.06e-07, 5.99e-06, 1.73e-06, 4.46e-06, 5.19e-09, 4.81e-08, 0.00e+00, 2.68e-09, 0.00e+00, 3.98e-10, 7.72e-11, 1.20e-10, 1.91e-14, 4.40e-06, 8.54e-07, 1.32e-06, 1.81e-10] [6.04e-06, 6.71e-07, 2.67e-06, 3.86e-10, 1.06e-07, 5.99e-06, 1.73e-06, 4.46e-06, 5.19e-09, 4.81e-08, 0.00e+00, 2.68e-09, 0.00e+00, 3.98e-10, 7.72e-11, 1.20e-10, 1.91e-14, 4.40e-06, 8.54e-07, 1.32e-06, 1.81e-10] []
488000 [5.49e-06, 6.21e-07, 2.35e-06, 1.59e-09, 7.12e-08, 1.08e-05, 4.04e-06, 4.72e-06, 1.02e-06, 3.68e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-09, 4.05e-10, 6.32e-10, 9.22e-14, 6.17e-06, 1.18e-06, 1.84e-06, 2.95e-10] [5.49e-06, 6.21e-07, 2.35e-06, 1.59e-09, 7.12e-08, 1.08e-05, 4.04e-06, 4.72e-06, 1.02e-06, 3.68e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-09, 4.05e-10, 6.32e-10, 9.22e-14, 6.17e-06, 1.18e-06, 1.84e-06, 2.95e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.716167 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
488000 [5.49e-06, 6.21e-07, 2.35e-06, 1.59e-09, 7.12e-08, 1.08e-05, 4.04e-06, 4.72e-06, 1.02e-06, 3.68e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-09, 4.05e-10, 6.32e-10, 9.22e-14, 6.17e-06, 1.18e-06, 1.84e-06, 2.95e-10] [5.49e-06, 6.21e-07, 2.35e-06, 1.59e-09, 7.12e-08, 1.08e-05, 4.04e-06, 4.72e-06, 1.02e-06, 3.68e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-09, 4.05e-10, 6.32e-10, 9.22e-14, 6.17e-06, 1.18e-06, 1.84e-06, 2.95e-10] []
490000 [5.34e-06, 5.41e-07, 2.45e-06, 5.81e-09, 4.11e-10, 4.26e-06, 1.42e-06, 3.80e-06, 2.51e-09, 1.82e-09, 0.00e+00, 5.47e-08, 1.40e-09, 8.71e-11, 1.70e-11, 2.61e-11, 2.71e-14, 5.51e-06, 1.07e-06, 1.66e-06, 4.14e-10] [5.34e-06, 5.41e-07, 2.45e-06, 5.81e-09, 4.11e-10, 4.26e-06, 1.42e-06, 3.80e-06, 2.51e-09, 1.82e-09, 0.00e+00, 5.47e-08, 1.40e-09, 8.71e-11, 1.70e-11, 2.61e-11, 2.71e-14, 5.51e-06, 1.07e-06, 1.66e-06, 4.14e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.732444 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
490000 [5.34e-06, 5.41e-07, 2.45e-06, 5.81e-09, 4.11e-10, 4.26e-06, 1.42e-06, 3.80e-06, 2.51e-09, 1.82e-09, 0.00e+00, 5.47e-08, 1.40e-09, 8.71e-11, 1.70e-11, 2.61e-11, 2.71e-14, 5.51e-06, 1.07e-06, 1.66e-06, 4.14e-10] [5.34e-06, 5.41e-07, 2.45e-06, 5.81e-09, 4.11e-10, 4.26e-06, 1.42e-06, 3.80e-06, 2.51e-09, 1.82e-09, 0.00e+00, 5.47e-08, 1.40e-09, 8.71e-11, 1.70e-11, 2.61e-11, 2.71e-14, 5.51e-06, 1.07e-06, 1.66e-06, 4.14e-10] []
492000 [5.86e-06, 6.30e-07, 2.63e-06, 7.58e-09, 4.65e-08, 5.13e-06, 1.80e-06, 3.80e-06, 1.64e-08, 4.01e-08, 0.00e+00, 1.95e-08, 1.19e-08, 1.18e-10, 2.32e-11, 3.53e-11, 1.23e-13, 4.91e-06, 9.59e-07, 1.49e-06, 3.55e-10] [5.86e-06, 6.30e-07, 2.63e-06, 7.58e-09, 4.65e-08, 5.13e-06, 1.80e-06, 3.80e-06, 1.64e-08, 4.01e-08, 0.00e+00, 1.95e-08, 1.19e-08, 1.18e-10, 2.32e-11, 3.53e-11, 1.23e-13, 4.91e-06, 9.59e-07, 1.49e-06, 3.55e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 17.417968 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
492000 [5.86e-06, 6.30e-07, 2.63e-06, 7.58e-09, 4.65e-08, 5.13e-06, 1.80e-06, 3.80e-06, 1.64e-08, 4.01e-08, 0.00e+00, 1.95e-08, 1.19e-08, 1.18e-10, 2.32e-11, 3.53e-11, 1.23e-13, 4.91e-06, 9.59e-07, 1.49e-06, 3.55e-10] [5.86e-06, 6.30e-07, 2.63e-06, 7.58e-09, 4.65e-08, 5.13e-06, 1.80e-06, 3.80e-06, 1.64e-08, 4.01e-08, 0.00e+00, 1.95e-08, 1.19e-08, 1.18e-10, 2.32e-11, 3.53e-11, 1.23e-13, 4.91e-06, 9.59e-07, 1.49e-06, 3.55e-10] []
494000 [5.16e-06, 5.13e-07, 2.38e-06, 5.65e-09, 1.50e-12, 4.15e-06, 1.34e-06, 3.83e-06, 2.35e-09, 2.01e-09, 0.00e+00, 7.33e-08, 1.14e-09, 1.26e-10, 2.43e-11, 3.87e-11, 7.17e-13, 5.77e-06, 1.12e-06, 1.74e-06, 4.45e-10] [5.16e-06, 5.13e-07, 2.38e-06, 5.65e-09, 1.50e-12, 4.15e-06, 1.34e-06, 3.83e-06, 2.35e-09, 2.01e-09, 0.00e+00, 7.33e-08, 1.14e-09, 1.26e-10, 2.43e-11, 3.87e-11, 7.17e-13, 5.77e-06, 1.12e-06, 1.74e-06, 4.45e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.174080 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Training model...
Step Train loss Test loss Test metric
494000 [5.16e-06, 5.13e-07, 2.38e-06, 5.65e-09, 1.50e-12, 4.15e-06, 1.34e-06, 3.83e-06, 2.35e-09, 2.01e-09, 0.00e+00, 7.33e-08, 1.14e-09, 1.26e-10, 2.43e-11, 3.87e-11, 7.17e-13, 5.77e-06, 1.12e-06, 1.74e-06, 4.45e-10] [5.16e-06, 5.13e-07, 2.38e-06, 5.65e-09, 1.50e-12, 4.15e-06, 1.34e-06, 3.83e-06, 2.35e-09, 2.01e-09, 0.00e+00, 7.33e-08, 1.14e-09, 1.26e-10, 2.43e-11, 3.87e-11, 7.17e-13, 5.77e-06, 1.12e-06, 1.74e-06, 4.45e-10] []
496000 [6.04e-06, 6.42e-07, 2.69e-06, 6.47e-09, 2.38e-11, 5.71e-06, 1.91e-06, 3.98e-06, 1.32e-09, 1.06e-09, 0.00e+00, 3.39e-08, 1.87e-10, 4.07e-10, 7.95e-11, 1.23e-10, 3.03e-14, 4.80e-06, 9.33e-07, 1.45e-06, 3.50e-10] [6.04e-06, 6.42e-07, 2.69e-06, 6.47e-09, 2.38e-11, 5.71e-06, 1.91e-06, 3.98e-06, 1.32e-09, 1.06e-09, 0.00e+00, 3.39e-08, 1.87e-10, 4.07e-10, 7.95e-11, 1.23e-10, 3.03e-14, 4.80e-06, 9.33e-07, 1.45e-06, 3.50e-10] []
Best model at step 195362:
train loss: 1.46e-05
test loss: 1.46e-05
test metric: []
'train' took 15.311691 s
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
{'alpha': 0.15, 'beta': 0.07, 'gamma': 0.001}
# params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full)
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
# plot.show_known_and_prediction()
# plot.plot_param_history()
# plot.plot_loss_history()
Best train step: 195362
alpha: 0.12480357289
beta: 0.056060258299
gamma: 0.0026137018576
{'alpha': 0.15, 'beta': 0.07, 'gamma': 0.001}
plot.show_known_and_prediction()
plot.plot_param_history()
plot.plot_loss_history()
/Users/jhh/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/exercises_Jakob/Plot.py:290: UserWarning: Creating legend with loc="best" can be slow with large amounts of data. plt.tight_layout() /Users/jhh/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/IPython/core/events.py:89: UserWarning: Creating legend with loc="best" can be slow with large amounts of data. func(*args, **kwargs)
/Users/jhh/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/IPython/core/pylabtools.py:152: UserWarning: Creating legend with loc="best" can be slow with large amounts of data. fig.canvas.print_figure(bytes_io, **kw)
# from SIRD_normal_nn import SIRD_net
# max_timestep = 100000
# t_bool = t_synth < max_timestep
# t = t_synth[t_bool]
# wsol = solution_synth[t_bool]
# net = SIRD_net(t, wsol, init_num_people=1e6)
# net.train()
# net.plot(t_synth, solution_synth)
# fig, ax = plt.subplots()
# net.plot(ax, t_synth)